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Computational Discovery of Transition-metal Complexes: From High-throughput Screening to Machine Learning

Journal Article · · Chemical Reviews
 [1];  [1];  [2];  [2];  [2];  [2]
  1. Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States, Department of Chemistry, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
  2. Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
Not Available
Research Organization:
Massachusetts Inst. of Technology (MIT), Cambridge, MA (United States)
Sponsoring Organization:
National Science Foundation; USDOE; USDOE Office of Science (SC), Basic Energy Sciences (BES)
Grant/Contract Number:
NA0003965; SC0012702; SC0018096; SC0019112
OSTI ID:
1808009
Alternate ID(s):
OSTI ID: 1814903
Journal Information:
Chemical Reviews, Journal Name: Chemical Reviews Journal Issue: 16 Vol. 121; ISSN 0009-2665
Publisher:
American Chemical SocietyCopyright Statement
Country of Publication:
United States
Language:
English

References (699)

Molecular mechanics modeling of organic backbone of metal-free and coordinated ligands journal April 1998
Automated molecular mechanics parameterization with simultaneous utilization of experimental and quantum mechanical data journal July 1998
Conformational searching of transition metal compounds journal November 1999
Performance of the semiempirical PM3 (tm) method in the geometry optimization of transition metal complexes journal May 2000
PM3(tm) parameterization using genetic algorithms journal January 2000
How to Derive Force Field Parameters by Genetic Algorithms: Modellingtripod-Mo(CO)3 Compounds as an Example journal June 1998
Thermally Activated Delayed Fluorescence Materials Towards the Breakthrough of Organoelectronics journal September 2014
Accelerated Discovery of Large Electrostrains in BaTiO 3 -Based Piezoelectrics Using Active Learning journal January 2018
Artificial Chemist: An Autonomous Quantum Dot Synthesis Bot journal June 2020
Optimal Heck Cross-Coupling Catalysis: A Pseudo-Pharmaceutical Approach journal December 2003
Combinatorial Explosion in Homogeneous Catalysis: Screening 60,000 Cross-Coupling Reactions journal December 2004
Topological Mapping of Bidentate Ligands: A Fast Approach for Screening Homogeneous Catalysts journal December 2005
Design and Assembly of Virtual Homogeneous Catalyst Libraries –Towardsin silico Catalyst Optimisation journal February 2006
Developments and Perspectives in 3d Transition‐Metal‐Based Electrocatalysts for Neutral and Near‐Neutral Water Electrolysis journal November 2019
Electrospray Ionization Tandem Mass Spectrometry in High-Throughput Screening of Homogeneous Catalysts journal June 2003
Quantum Tunneling of Magnetization and Related Phenomena in Molecular Materials journal January 2003
Experiment and Theory Reveal the Fundamental Difference between Two-State and Single-State Reactivity Patterns in Nonheme FeIVO versus RuIVO Oxidants journal April 2008
On the Interpretation of Deuterium Kinetic Isotope Effects in CH Bond Functionalizations by Transition-Metal Complexes journal March 2012
Computational Ligand Design for the Reductive Elimination of ArCF 3 from a Small Bite Angle Pd II Complex: Remarkable Effect of a Perfluoroalkyl Phosphine journal May 2014
The Chemistry of Redox-Flow Batteries journal June 2015
A Practicable Real-Space Measure and Visualization of Static Electron-Correlation Effects journal April 2015
Automated Quantum Mechanical Predictions of Enantioselectivity in a Rhodium‐Catalyzed Asymmetric Hydrogenation journal June 2017
Structure Optimisation of Large Transition‐Metal Complexes with Extended Tight‐Binding Methods journal August 2019
Autonomous discovery in the chemical sciences part I: Progress journal September 2019
Autonomous discovery in the chemical sciences part II: Outlook journal September 2019
autodE: Automated Calculation of Reaction Energy Profiles— Application to Organic and Organometallic Reactions journal December 2020
The Computational Road to Better Catalysts journal March 2014
Conformation oftripod Metal Templates in CH3C(CH2PPh2)3MLn (n = 2, 3): Neural Networks in Conformational Analysis journal July 1996
Universality in Oxygen Evolution Electrocatalysis on Oxide Surfaces journal March 2011
Operando Modeling of Multicomponent Reactive Solutions in Homogeneous Catalysis: from Non‐standard Free Energies to Reaction Network Control journal December 2019
Genetic algorithms in chemometrics and chemistry: a review journal January 2001
Development of a Ligand Knowledge Base, Part 1: Computational Descriptors for Phosphorus Donor Ligands journal January 2006
Carboxylation of Arene CH Bonds with CO2: A DFT-Based Approach to Catalyst Design journal December 2011
In Silico Design of Heteroaromatic Half-Sandwich Rh I Catalysts for Acetylene [2+2+2] Cyclotrimerization: Evidence of a Reverse Indenyl Effect journal September 2013
Spin Crossover in a Hexaamineiron(II) Complex: Experimental Confirmation of a Computational Prediction journal January 2018
Ligand distortion modes leading to increased chirality content of Katsuki-Jacobsen catalysts journal January 2002
FireWorks: a dynamic workflow system designed for high-throughput applications: FireWorks: A Dynamic Workflow System Designed for High-Throughput Applications journal May 2015
Spin Crossover - Quo Vadis? journal February 2013
The Directionality of d-Orbitals and Molecular-Mechanics Calculations of Octahedral Transition-Metal Compounds journal December 1995
An extensible and systematic force field, ESFF, for molecular modeling of organic, inorganic, and organometallic systems journal July 2003
Inclusion of the ligand field contribution in a polarizable molecular mechanics: SIBFA-LF journal December 2003
MSINDO parameterization for third-row transition metals journal January 2001
DommiMOE: An implementation of ligand field molecular mechanics in the molecular operating environment journal January 2004
Accurate redox potentials of mononuclear iron, manganese, and nickel model complexes* journal January 2009
molSimplify: A toolkit for automating discovery in inorganic chemistry journal July 2016
tsscds2018: A code for automated discovery of chemical reaction mechanisms and solving the kinetics journal June 2018
Exploring the applicability of density functional tight binding to transition metal ions. Parameterization for nickel with the spin‐polarized DFTB3 model journal October 2018
Prediction of catalytic activities of bis(imino)pyridine metal complexes by machine learning journal February 2020
Extension of SINDO1 to transition metal compounds journal January 1992
INDO parameters for the elements of the I and II transition rows journal May 1995
Prediction of transition metal-binding sites from apo protein structures journal July 2007
MOF-FF - A flexible first-principles derived force field for metal-organic frameworks journal March 2013
A Shape Index from Molecular Graphs journal January 1985
Semiempirical local spin: Theory and implementation of the ZILSH method for predicting Heisenberg exchange constants of polynuclear transition metal complexes journal February 2003
How to select active space for multiconfigurational quantum chemistry? journal April 2011
Hubbard-corrected DFT energy functionals: The LDA+U description of correlated systems journal July 2013
Theoretical p K a calculations with continuum model solvents, alternative protocols to thermodynamic cycles journal May 2014
A sobering assessment of small-molecule force field methods for low energy conformer predictions journal October 2017
Semiempirical molecular orbital models based on the neglect of diatomic differential overlap approximation journal October 2018
Configuration interaction calculations on the nitrogen molecule journal January 1974
A diagnostic for determining the quality of single-reference electron correlation methods journal April 1989
An intermediate neglect of differential overlap model for second-row transition metal species journal January 1991
NDDO/MC: A new semiempiricalSCFMO method for transition metal complexes journal October 1992
Intermediate neglect of differential overlap for spectroscopy: INDO/S journal January 2013
Density functional tight binding: application to organic and biological molecules: Density functional tight binding journal June 2013
Semiempirical quantum–chemical methods journal July 2013
Microkinetic modeling in homogeneous catalysis journal June 2018
Making machine learning a useful tool in the accelerated discovery of transition metal complexes journal July 2019
ChemML : A machine learning and informatics program package for the analysis, mining, and modeling of chemical and materials data journal January 2020
Extended tight‐binding quantum chemistry methods journal August 2020
TeraChem : A graphical processing unit ‐accelerated electronic structure package for large‐scale ab initio molecular dynamics journal July 2020
Universality in Heterogeneous Catalysis journal July 2002
The Elements of Statistical Learning book January 2009
CNDO-S2?a semiempirical SCF MO method for transition metal organometallics journal October 1987
Porphyrins: VIII. Extended H�ckel calculations on iron complexes journal January 1966
An intermediate neglect of differential overlap theory for transition metal complexes: Fe, Co and Cu chlorides journal January 1979
Semi-empirical calculation method for transition metals journal January 1982
Application of indo method to calculation of electronic structure and electronic spectra of transition-metal complexes journal January 1983
Reparameterization of hybrid functionals based on energy differences of states of different multiplicity
  • Reiher, Markus; Salomon, Oliver; Artur Hess, Bernd
  • Theoretical Chemistry Accounts: Theory, Computation, and Modeling (Theoretica Chimica Acta), Vol. 107, Issue 1 https://doi.org/10.1007/s00214-001-0300-3
journal December 2001
Transition states from empirical force fields journal February 2003
The M06 suite of density functionals for main group thermochemistry, thermochemical kinetics, noncovalent interactions, excited states, and transition elements: two new functionals and systematic testing of four M06-class functionals and 12 other functionals journal July 2007
The importance of conformational search: a test case on the catalytic cycle of the Suzuki–Miyaura cross-coupling journal September 2010
A simple DFT-based diagnostic for nondynamical correlation journal December 2012
Auxiliary basis sets for main row atoms and transition metals and their use to approximate Coulomb potentials
  • Eichkorn, Karin; Weigend, Florian; Treutler, Oliver
  • Theoretical Chemistry Accounts: Theory, Computation, and Modeling (Theoretica Chimica Acta), Vol. 97, Issue 1-4 https://doi.org/10.1007/s002140050244
journal October 1997
Optimization of parameters for semiempirical methods V: Modification of NDDO approximations and application to 70 elements journal September 2007
Optimization of parameters for semiempirical methods VI: more modifications to the NDDO approximations and re-optimization of parameters journal November 2012
Near-infrared electrochromic materials for optical attenuation based on transition-metal coordination complexes journal August 2005
Automatic QSAR modeling of ADME properties: blood–brain barrier penetration and aqueous solubility journal February 2008
A survey on semi-supervised learning journal November 2019
Materials Design and Discovery with High-Throughput Density Functional Theory: The Open Quantum Materials Database (OQMD) journal September 2013
Semi-Supervised Approach to Phase Identification from Combinatorial Sample Diffraction Patterns journal July 2016
Light-induced excited spin state trapping in a transition-metal complex: The hexa-1-propyltetrazole-iron (II) tetrafluoroborate spin-crossover system journal March 1984
Auxiliary basis sets to approximate Coulomb potentials journal June 1995
A modified INDO-MO study of electronic spectra of open-shell transition metal complexes journal January 1979
A retrospective on the automation of laboratory synthetic chemistry journal October 1992
CNDO-S2: a new semiempirical SCF MO method for transition metal organometallics journal October 1989
Catalyst design for methane oxidative coupling by using artificial neural network and hybrid genetic algorithm journal January 2003
New diagnostics for coupled-cluster and Møller–Plesset perturbation theory journal July 1998
Double-substitution-based diagnostics for coupled-cluster and Møller–Plesset perturbation theory journal September 1999
Deriving force field parameters for coordination complexes journal February 2001
Differences between the four halide ligands, and discussion remarks on trigonal-bipyramidal complexes, on oxidation states, and on diagonal elements of one-electron energy journal January 1966
Studies on charge distribution and valence tautomerism in transition metal complexes of catecholate and semiquinonate ligands journal June 2001
Inorganic and bioinorganic molecular mechanics modeling—the problem of the force field parameterization journal March 2003
Transition metal and organometallic anion complexation agents journal May 2003
Applications of functionalized transition metal complexes in photonic and optoelectronic devices journal October 1998
Trans-effects in octahedral transition metal complexes journal June 2000
Conversion constants for redox potentials measured versus different reference electrodes in acetonitrile solutions at 25°C journal January 2000
Novel Hydroformylation catalysts journal August 1968
Selectivity in asymmetric synthesis from QM-guided molecular mechanics journal July 2000
Quo Vadis semiempirical MO-theory? journal September 2000
Application of a genetic algorithm and a neural network for the discovery and optimization of new solid catalytic materials journal February 2004
Artificial neural network-aided design of a multi-component catalyst for methane oxidative coupling journal October 2001
A review of the problem of distinguishing true homogeneous catalysis from soluble or other metal-particle heterogeneous catalysis under reducing conditions journal May 2003
Microsecond freeze-hyperquenching: development of a new ultrafast micro-mixing and sampling technology and application to enzyme catalysis journal May 2004
Optimization of Cu oxide catalysts for methanol synthesis by combinatorial tools using 96 well microplates, artificial neural network and genetic algorithm journal June 2004
Nonlinear optical properties of transition metal acetylides and their derivatives journal April 2004
Shape maps and polyhedral interconversion paths in transition metal chemistry journal September 2005
Low-temperature lifetimes of metastable high-spin states in spin-crossover and in low-spin iron(II) compounds: The rule and exceptions to the rule journal July 2006
Spin-crossover in cobalt(II) imine complexes journal February 2007
Transition metal complexes as electrocatalysts—Development and applications in electro-oxidation reactions journal September 2007
Molecular modelling for transition metal complexes: Dealing with d-electron effects journal March 2009
The application of electrospray ionization mass spectrometry to homogeneous catalysis journal November 2014
Computational characterization and prediction of metal–organic framework properties journal January 2016
Localized orbital corrections for density functional calculations on transition metal containing systems journal August 2017
Machine learning meets continuous flow chemistry: Automated optimization towards the Pareto front of multiple objectives journal November 2018
Supervised machine learning for prediction of zirconocene-catalyzed α-olefin polymerization journal December 2019
Measuring orbital interaction using quantum information theory journal April 2006
Genetic algorithms in chemistry journal July 2007
AFLOWLIB.ORG: A distributed materials properties repository from high-throughput ab initio calculations journal June 2012
AFLOW: An automatic framework for high-throughput materials discovery journal June 2012
Python Materials Genomics (pymatgen): A robust, open-source python library for materials analysis journal February 2013
AiiDA: automated interactive infrastructure and database for computational science journal January 2016
AFLOW-ML: A RESTful API for machine-learning predictions of materials properties journal September 2018
Matminer: An open source toolkit for materials data mining journal September 2018
A modified definition of the zeroth-order Hamiltonian in multiconfigurational perturbation theory (CASPT2) journal September 2004
W4-11: A high-confidence benchmark dataset for computational thermochemistry derived from first-principles W4 data journal July 2011
Opportunities and challenges of text mining in materials research journal March 2021
Optimisation of olefin epoxidation catalysts with the application of high-throughput and genetic algorithms assisted by artificial neural networks (softcomputing techniques) journal January 2005
Toward computational screening in heterogeneous catalysis: Pareto-optimal methanation catalysts journal April 2006
Insights in the mechanism of selective olefin oligomerisation catalysis using stopped-flow freeze-quench techniques: A Mo K-edge QEXAFS study journal December 2011
A genetic algorithm based inverse band structure method for semiconductor alloys journal September 2005
COMBO: An efficient Bayesian optimization library for materials science journal June 2016
Algorithms and tools for high-throughput geometry-based analysis of crystalline porous materials journal February 2012
Transition metal oxalates as energy storage materials. A review journal September 2018
Recent advances in surrogate-based optimization journal January 2009
Interactive-quantum-chemical-descriptors enabling accurate prediction of an activation energy through machine learning journal August 2020
Thermochromic sensor design based on Fe(II) spin crossover/polymers hybrid materials and artificial neural networks as a tool in modelling journal March 2015
De novo prediction of ground state multiplicity and structural isomerism for transition metal complexes journal October 2004
Configuring Bonds between First-Row Transition Metals journal October 2015
Metalloprotein Crystallography: More than a Structure journal March 2016
Computational Catalysis Using the Artificial Force Induced Reaction Method journal March 2016
Prediction of Stereochemistry using Q2MM journal April 2016
Computation and Experiment: A Powerful Combination to Understand and Predict Reactivities journal May 2016
The Development of Multidimensional Analysis Tools for Asymmetric Catalysis and Beyond journal May 2016
Feedback in Flow for Accelerated Reaction Development journal August 2016
Spinning around in Transition-Metal Chemistry journal November 2016
Kinetic Isotope Effect Determination Probes the Spin of the Transition State, Its Stereochemistry, and Its Ligand Sphere in Hydrogen Abstraction Reactions of Oxoiron(IV) Complexes journal January 2018
Local Coordination versus Overall Topology in Crystal Structures: Deriving Knowledge from Crystallographic Databases journal December 2016
Topologically Guided, Automated Construction of Metal–Organic Frameworks and Their Evaluation for Energy-Related Applications journal September 2017
Identification Schemes for Metal–Organic Frameworks To Enable Rapid Search and Cheminformatics Analysis journal September 2019
Harnessing Organic Ligand Libraries for First-Principles Inorganic Discovery: Indium Phosphide Quantum Dot Precursor Design Strategies journal April 2017
Materials Synthesis Insights from Scientific Literature via Text Extraction and Machine Learning journal October 2017
Role of Pore Chemistry and Topology in the CO 2 Capture Capabilities of MOFs: From Molecular Simulation to Machine Learning journal August 2018
Symmetry-Based Design Strategy for Unprecedentedly Fast Decaying Thermally Activated Delayed Fluorescence (TADF). Application to Dinuclear Cu(I) Compounds journal May 2019
Graph Networks as a Universal Machine Learning Framework for Molecules and Crystals journal April 2019
Discovery and Optimization of Materials Using Evolutionary Approaches journal May 2016
Metal Ion Modeling Using Classical Mechanics journal January 2017
Computational Approach to Molecular Catalysis by 3d Transition Metals: Challenges and Opportunities journal October 2018
Computational Ligand Descriptors for Catalyst Design journal October 2018
Search for Catalysts by Inverse Design: Artificial Intelligence, Mountain Climbers, and Alchemists journal October 2018
Design and Optimization of Catalysts Based on Mechanistic Insights Derived from Quantum Chemical Reaction Modeling journal October 2018
Quantitative Structure–Selectivity Relationships in Enantioselective Catalysis: Past, Present, and Future journal December 2019
Leveraging Cheminformatics Strategies for Inorganic Discovery: Application to Redox Potential Design journal April 2017
Strategies and Software for Machine Learning Accelerated Discovery in Transition Metal Chemistry journal September 2018
Tuning the Electronic Structure of Fe(II) Polypyridines via Donor Atom and Ligand Scaffold Modifications: A Computational Study journal August 2015
Spin-State Tuning at Pseudo-tetrahedral d 6 Ions: Spin Crossover in [BP 3 ]Fe II –X Complexes journal April 2016
Toward Rational Design of 3d Transition Metal Catalysts for CO 2 Hydrogenation Based on Insights into Hydricity-Controlled Rate-Determining Steps journal May 2016
Lattice-Solvent Effects in the Spin-Crossover of an Fe(II)-Based Material. The Key Role of Intermolecular Interactions between Solvent Molecules journal March 2017
Control of C–H Bond Activation by Mo-Oxo Complexes: p K a or Bond Dissociation Free Energy (BDFE)? journal September 2017
Searching for Hidden Descriptors in the Metal–Ligand Bond through Statistical Analysis of Density Functional Theory (DFT) Results journal November 2018
Designing in the Face of Uncertainty: Exploiting Electronic Structure and Machine Learning Models for Discovery in Inorganic Chemistry journal March 2019
Are Inorganic Single-Molecule Magnets a Possibility? A Theoretical Insight into Dysprosium Double-Deckers with Inorganic Ring Systems journal October 2019
Where Is the Fluoro Wall?: A Quantum Chemical Investigation journal January 2020
Advances, Updates, and Analytics for the Computation-Ready, Experimental Metal–Organic Framework Database: CoRE MOF 2019 journal November 2019
Rhodium Rainbow: A Colorful Laboratory Experiment Highlighting Ligand Field Effects of Dirhodium Tetraacetate journal February 2019
M olassembler : Molecular Graph Construction, Modification, and Conformer Generation for Inorganic and Organic Molecules journal July 2020
Adding Stochastic Negative Examples into Machine Learning Improves Molecular Bioactivity Prediction journal November 2020
tmQM Dataset—Quantum Geometries and Properties of 86k Transition Metal Complexes journal November 2020
From Qualitative to Quantitative Analysis of Activity and Property Landscapes journal November 2020
Integration of Ligand Field Molecular Mechanics in Tinker journal May 2015
Ring Closure To Form Metal Chelates in 3D Fragment-Based de Novo Design journal August 2015
ChemDataExtractor: A Toolkit for Automated Extraction of Chemical Information from the Scientific Literature journal October 2016
Rational Density Functional Selection Using Game Theory journal December 2017
Text Mining Metal–Organic Framework Papers journal January 2018
Deep Confidence: A Computationally Efficient Framework for Calculating Reliable Prediction Errors for Deep Neural Networks journal October 2018
Solvent-Specific Featurization for Predicting Free Energies of Solvation through Machine Learning journal January 2019
DENOPTIM: Software for Computational de Novo Design of Organic and Inorganic Molecules journal September 2019
AMPL: A Data-Driven Modeling Pipeline for Drug Discovery journal April 2020
Data-Driven Approaches Can Overcome the Cost–Accuracy Trade-Off in Multireference Diagnostics journal June 2020
Advancing Free-Energy Calculations of Metalloenzymes in Drug Discovery via Implementation of LFMM Potentials journal September 2020
Do Practical Standard Coupled Cluster Calculations Agree Better than Kohn–Sham Calculations with Currently Available Functionals When Compared to the Best Available Experimental Data for Dissociation Energies of Bonds to 3 d Transition Metals? journal April 2015
Big Data Meets Quantum Chemistry Approximations: The Δ-Machine Learning Approach journal April 2015
DFTB3 Parametrization for Copper: The Importance of Orbital Angular Momentum Dependence of Hubbard Parameters journal August 2015
Evaluation of the Performance of the B3LYP, PBE0, and M06 DFT Functionals, and DBLOC-Corrected Versions, in the Calculation of Redox Potentials and Spin Splittings for Transition Metal Containing Systems journal February 2016
Automated Discovery and Refinement of Reactive Molecular Dynamics Pathways journal January 2016
Multireference Character for 4d Transition Metal-Containing Molecules journal November 2015
Heuristics-Guided Exploration of Reaction Mechanisms journal November 2015
How Much Can Density Functional Approximations (DFA) Fail? The Extreme Case of the FeO 4 Species journal March 2016
Semiempirical Quantum-Chemical Orthogonalization-Corrected Methods: Benchmarks for Ground-State Properties journal January 2016
Influence of Electron Correlation on the Electronic Structure and Magnetism of Transition-Metal Phthalocyanines journal March 2016
Automated Selection of Active Orbital Spaces journal March 2016
Impact of the Kohn–Sham Delocalization Error on the 4f Shell Localization and Population in Lanthanide Complexes journal June 2016
Systematic Error Estimation for Chemical Reaction Energies journal May 2016
The Delicate Balance of Static and Dynamic Electron Correlation journal July 2016
Extension of the Universal Force Field for Metal–Organic Frameworks journal September 2016
Where Does the Density Localize? Convergent Behavior for Global Hybrids, Range Separation, and DFT+U journal November 2016
Bond Dissociation Energies for Diatomic Molecules Containing 3d Transition Metals: Benchmark Scalar-Relativistic Coupled-Cluster Calculations for 20 Molecules journal February 2017
Prediction of Bond Dissociation Energies/Heats of Formation for Diatomic Transition Metal Compounds: CCSD(T) Works journal January 2017
Spin State Energetics in First-Row Transition Metal Complexes: Contribution of (3s3p) Correlation and Its Description by Second-Order Perturbation Theory journal January 2017
A Robust and Accurate Tight-Binding Quantum Chemical Method for Structures, Vibrational Frequencies, and Noncovalent Interactions of Large Molecular Systems Parametrized for All spd-Block Elements ( Z = 1–86) journal April 2017
Automated Construction of Molecular Active Spaces from Atomic Valence Orbitals journal August 2017
Local Descriptors of Dynamic and Nondynamic Correlation journal May 2017
Assessment of Tuned Range Separated Exchange Functionals for Spectroscopies and Properties of Uranium Complexes journal July 2017
Unifying Exchange Sensitivity in Transition-Metal Spin-State Ordering and Catalysis through Bond Valence Metrics journal October 2017
Comprehensive Thermochemical Benchmark Set of Realistic Closed-Shell Metal Organic Reactions journal March 2018
Application of Semiempirical Methods to Transition Metal Complexes: Fast Results but Hard-to-Predict Accuracy journal May 2018
Toward Highly Accurate Spin State Energetics in First-Row Transition Metal Complexes: A Combined CASPT2/CC Approach journal March 2018
Calculation of Ligand Dissociation Energies in Large Transition-Metal Complexes journal March 2018
Chemical Bond Energies of 3d Transition Metals Studied by Density Functional Theory journal May 2018
Globally Optimal Catalytic Fields – Inverse Design of Abstract Embeddings for Maximum Reaction Rate Acceleration journal May 2018
Method Calibration or Data Fitting? journal July 2018
Error-Controlled Exploration of Chemical Reaction Networks with Gaussian Processes journal August 2018
AARON: An Automated Reaction Optimizer for New Catalysts journal August 2018
Transferability in Machine Learning for Electronic Structure via the Molecular Orbital Basis journal July 2018
Gaussian Process Regression for Transition State Search journal October 2018
A Density Functional Tight Binding Layer for Deep Learning of Chemical Hamiltonians journal October 2018
Fast and Accurate Uncertainty Estimation in Chemical Machine Learning journal November 2018
Limits of Coupled-Cluster Calculations for Non-Heme Iron Complexes journal November 2018
Learning from Failure: Predicting Electronic Structure Calculation Outcomes with Machine Learning Models journal March 2019
Assessment of DFT Methods for Transition Metals with the TMC151 Compilation of Data Sets and Comparison with Accuracies for Main-Group Chemistry journal April 2019
Nudged Elastic Band Calculations Accelerated with Gaussian Process Regression Based on Inverse Interatomic Distances journal October 2019
Machine Learning in Computational Chemistry: An Evaluation of Method Performance for Nudged Elastic Band Calculations journal September 2019
Machine Learning Configuration Interaction for ab Initio Potential Energy Curves journal October 2019
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Adsorption Isotherm Predictions for Multiple Molecules in MOFs Using the Same Deep Learning Model journal January 2020
Detailed Pair Natural Orbital-Based Coupled Cluster Studies of Spin Crossover Energetics journal March 2020
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Automation of Active Space Selection for Multireference Methods via Machine Learning on Chemical Bond Dissociation journal March 2020
Seeing Is Believing: Experimental Spin States from Machine Learning Model Structure Predictions journal March 2020
Benchmark Study of Electrochemical Redox Potentials Calculated with Semiempirical and DFT Methods journal August 2020
Exchange Spin Coupling from Gaussian Process Regression journal September 2020
Spin Propensities of Octahedral Complexes From Density Functional Theory journal April 2015
Predicting Structures of Ru-Centered Dyes: A Computational Screening Tool journal March 2016
Ligand-Field-Dependent Behavior of Meta-GGA Exchange in Transition-Metal Complex Spin-State Ordering journal October 2016
Resolving Transition Metal Chemical Space: Feature Selection for Machine Learning and Structure–Property Relationships journal November 2017
When Is Ligand p K a a Good Descriptor for Catalyst Energetics? In Search of Optimal CO 2 Hydration Catalysts journal April 2018
Improved Chemical Prediction from Scarce Data Sets via Latent Space Enrichment journal April 2019
Evaluating Transition Metal Barrier Heights with the Latest Density Functional Theory Exchange–Correlation Functionals: The MOBH35 Benchmark Database journal April 2019
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Simple Automatized Tool for Exchange–Correlation Functional Fitting journal March 2020
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Nonempirical Definition of the Mendeleev Numbers: Organizing the Chemical Space journal October 2020
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Autonomous Molecular Design: Then and Now journal March 2019
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A Generalized Picture of C–C Cross-Coupling journal July 2017
Understanding and Breaking Scaling Relations in Single-Site Catalysis: Methane to Methanol Conversion by Fe IV ═O journal January 2018
Computational Transition-State Design Provides Experimentally Verified Cr(P,N) Catalysts for Control of Ethylene Trimerization and Tetramerization journal January 2018
Constructing Bridges between Computational Tools in Heterogeneous and Homogeneous Catalysis journal May 2018
Conformational Effects on Physical-Organic Descriptors: The Case of Sterimol Steric Parameters journal January 2019
Structure–Activity Relationships That Identify Metal–Organic Framework Catalysts for Methane Activation journal March 2019
Activity-Based Screening of Homogeneous Catalysts through the Rapid Assessment of Theoretically Derived Turnover Frequencies journal May 2019
Beyond Density Functional Theory: The Multiconfigurational Approach To Model Heterogeneous Catalysis journal August 2019
Machine Learning Accelerates the Discovery of Design Rules and Exceptions in Stable Metal–Oxo Intermediate Formation journal July 2019
DFT and QSAR Studies of Ethylene Polymerization by Zirconocene Catalysts journal September 2019
Scaling Relations in Homogeneous Catalysis: Analyzing the Buchwald–Hartwig Amination Reaction journal November 2019
Automated in Silico Design of Homogeneous Catalysts journal January 2020
Kinetic Isotope Effects: Interpretation and Prediction Using Degrees of Rate Control journal March 2020
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Millisecond Coherence Time in a Tunable Molecular Electronic Spin Qubit journal December 2015
Neural Networks for the Prediction of Organic Chemistry Reactions journal October 2016
Prediction of Organic Reaction Outcomes Using Machine Learning journal April 2017
Optimizing Chemical Reactions with Deep Reinforcement Learning journal November 2017
Automatic Chemical Design Using a Data-Driven Continuous Representation of Molecules journal January 2018
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Global and local curvature in density functional theory journal August 2016
Acceleration of saddle-point searches with machine learning journal August 2016
Perspective: Kohn-Sham density functional theory descending a staircase journal October 2016
Accelerating the search for global minima on potential energy surfaces using machine learning journal October 2016
Valence electronic structure of cobalt phthalocyanine from an optimally tuned range-separated hybrid functional journal July 2017
Communication: Recovering the flat-plane condition in electronic structure theory at semi-local DFT cost journal November 2017
Gaussian process regression for geometry optimization journal March 2018
When Hartree-Fock exchange admixture lowers DFT-predicted barrier heights: Natural bond orbital analyses and implications for catalysis journal June 2018
Do CCSD and approximate CCSD-F12 variants converge to the same basis set limits? The case of atomization energies journal October 2018
Non-empirical, low-cost recovery of exact conditions with model-Hamiltonian inspired expressions in jmDFT journal April 2019
Machine learning guided design of single-molecule magnets for magnetocaloric applications journal June 2019
Assessing the frontier: Active learning, model accuracy, and multi-objective candidate discovery and optimization journal July 2020
Predicting oxidation and spin states by high-dimensional neural networks: Applications to lithium manganese oxide spinels journal October 2020
Improved accuracy and transferability of molecular-orbital-based machine learning: Organics, transition-metal complexes, non-covalent interactions, and transition states journal February 2021
Design of stereoselective Ziegler-Natta propene polymerization catalysts journal October 2006
Predicting and optimizing asymmetric catalyst performance using the principles of experimental design and steric parameters journal January 2011
Describing strong correlation with fractional-spin correction in density functional theory journal September 2018
Directing the reactivity of metal hydrides for selective CO 2 reduction journal November 2018
The angular overlap model, an attempt to revive the ligand field approaches journal January 1965
Machine-learning models for combinatorial catalyst discovery journal December 2004
The atomic simulation environment—a Python library for working with atoms journal June 2017
Machine learning the computational cost of quantum chemistry journal March 2020
The ChEMBL bioactivity database: an update journal November 2013
Band theory and Mott insulators: Hubbard U instead of Stoner I journal July 1991
Density-functional theory and strong interactions: Orbital ordering in Mott-Hubbard insulators journal August 1995
Electron-energy-loss spectra and the structural stability of nickel oxide: An LSDA+U study journal January 1998
Self-consistent-charge density-functional tight-binding method for simulations of complex materials properties journal September 1998
Optimizing the density-matrix renormalization group method using quantum information entropy journal November 2003
Linear response approach to the calculation of the effective interaction parameters in the LDA + U method journal January 2005
Oxidation energies of transition metal oxides within the GGA + U framework journal May 2006
First-principles LDA + U and GGA + U study of cerium oxides: Dependence on the effective U parameter journal January 2007
Ab initio evaluation of Coulomb and exchange parameters for DFT + U calculations journal October 2007
Density functionals for surface science: Exchange-correlation model development with Bayesian error estimation journal June 2012
On representing chemical environments journal May 2013
Combinatorial screening for new materials in unconstrained composition space with machine learning journal March 2014
One- and many-electron self-interaction error in local and global hybrid functionals journal April 2016
Localization and Delocalization Errors in Density Functional Theory and Implications for Band-Gap Prediction journal April 2008
Fast and Accurate Modeling of Molecular Atomization Energies with Machine Learning journal January 2012
Crystal Graph Convolutional Neural Networks for an Accurate and Interpretable Prediction of Material Properties journal April 2018
Low-Scaling Algorithm for Nudged Elastic Band Calculations Using a Surrogate Machine Learning Model journal April 2019
Density-Functional Theory for Fractional Particle Number: Derivative Discontinuities of the Energy journal December 1982
Physical Content of the Exact Kohn-Sham Orbital Energies: Band Gaps and Derivative Discontinuities journal November 1983
Density-Functional Theory of the Energy Gap journal November 1983
Predicting Crystal Structures with Data Mining of Quantum Calculations journal September 2003
Bayesian Error Estimation in Density-Functional Theory journal November 2005
Density Functional Theory in Transition-Metal Chemistry: A Self-Consistent Hubbard U Approach journal September 2006
Applications of the Cambridge Structural Database to molecular inorganic chemistry journal May 2002
New software for searching the Cambridge Structural Database and visualizing crystal structures journal May 2002
Structural analysis of the coordination of dinitrogen to transition metal complexes journal May 2015
The Cambridge Structural Database
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journal April 2016
Automated oxidation-state assignment for metal sites in coordination complexes in the Cambridge Structural Database journal November 2019
An object-oriented scripting interface to a legacy electronic structure code journal January 2002
Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization conference October 2017
In silico discovery of metal-organic frameworks for precombustion CO 2 capture using a genetic algorithm journal October 2016
Materials design by evolutionary optimization of functional groups in metal-organic frameworks journal November 2016
Inverse design of porous materials using artificial neural networks journal January 2020
Guest-Dependent Spin Crossover in a Nanoporous Molecular Framework Material journal November 2002
Insights into Current Limitations of Density Functional Theory journal August 2008
Predicting reaction performance in C–N cross-coupling using machine learning journal February 2018
Reconfigurable system for automated optimization of diverse chemical reactions journal September 2018
Comment on “Predicting reaction performance in C–N cross-coupling using machine learning” journal November 2018
Response to Comment on “Predicting reaction performance in C–N cross-coupling using machine learning” journal November 2018
Prediction of higher-selectivity catalysts by computer-driven workflow and machine learning journal January 2019
Organic synthesis in a modular robotic system driven by a chemical programming language journal November 2018
A robotic platform for flow synthesis of organic compounds informed by AI planning journal August 2019
GPTune: multitask learning for autotuning exascale applications
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conference February 2021
Open Babel: An open chemical toolbox journal October 2011
An automated framework for QSAR model building journal January 2018
Absorption Spectra of Co-ordination Compounds. I journal May 1938
Machine Learning Approach for Prediction of Reaction Yield with Simulated Catalyst Parameters journal March 2018
Metal-ligand bond lengths and strengths: are they correlated? A detailed CSD analysis journal July 2013
Hyperopt: A Python Library for Optimizing the Hyperparameters of Machine Learning Algorithms conference January 2013
Statistical Improvement Criteria for Use in Multiobjective Design Optimization journal April 2006
Bridging the Homogeneous-Heterogeneous Divide: Modeling Spin for Reactivity in Single Atom Catalysis journal April 2019
In Silico Design in Homogeneous Catalysis Using Descriptor Modelling journal September 2006