Marc Brockschmidt

Affiliations:
  • RWTH Aachen University, Germany


According to our database1, Marc Brockschmidt authored at least 58 papers between 2010 and 2023.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Links

Online presence:

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Bibliography

2023
Timewarp: Transferable Acceleration of Molecular Dynamics by Learning Time-Coarsened Dynamics.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2022
HEAT: Hyperedge Attention Networks.
Trans. Mach. Learn. Res., 2022

Exploring Representation of Horn Clauses using GNNs (Extended Technique Report).
CoRR, 2022

Exploring Representation of Horn clauses using GNNs.
Proceedings of the Workshop on Practical Aspects of Automated Reasoning Co-located with the 11th International Joint Conference on Automated Reasoning (FLoC/IJCAR 2022), Haifa, Israel, August, 11, 2022

Learning to Extend Molecular Scaffolds with Structural Motifs.
Proceedings of the Tenth International Conference on Learning Representations, 2022

Learning to Complete Code with Sketches.
Proceedings of the Tenth International Conference on Learning Representations, 2022

2021
Learning to Generate Code Sketches.
CoRR, 2021

Learning to Extend Molecular Scaffolds with Structural Motifs.
CoRR, 2021

FS-Mol: A Few-Shot Learning Dataset of Molecules.
Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmarks 1, 2021

Self-Supervised Bug Detection and Repair.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Copy That! Editing Sequences by Copying Spans.
Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020
Inferring Lower Runtime Bounds for Integer Programs.
ACM Trans. Program. Lang. Syst., 2020

GNN-FiLM: Graph Neural Networks with Feature-wise Linear Modulation.
Proceedings of the 37th International Conference on Machine Learning, 2020

Analyzing Information Leakage of Updates to Natural Language Models.
Proceedings of the CCS '20: 2020 ACM SIGSAC Conference on Computer and Communications Security, 2020

2019
Analyzing Privacy Loss in Updates of Natural Language Models.
CoRR, 2019

Disentangling Interpretable Generative Parameters of Random and Real-World Graphs.
CoRR, 2019

CodeSearchNet Challenge: Evaluating the State of Semantic Code Search.
CoRR, 2019

Program Synthesis and Semantic Parsing with Learned Code Idioms.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Learning units-of-measure from scientific code.
Proceedings of the 14th International Workshop on Software Engineering for Science, 2019

Learning to Represent Edits.
Proceedings of the 7th International Conference on Learning Representations, 2019

Structured Neural Summarization.
Proceedings of the 7th International Conference on Learning Representations, 2019

Generative Code Modeling with Graphs.
Proceedings of the 7th International Conference on Learning Representations, 2019

2018
Execution-Guided Neural Program Decoding.
CoRR, 2018

Learning from code with graphs (keynote).
Proceedings of the 4th ACM SIGSOFT International Workshop on NLP for Software Engineering, 2018

Constrained Graph Variational Autoencoders for Molecule Design.
Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Graph Partition Neural Networks for Semi-Supervised Classification.
Proceedings of the 6th International Conference on Learning Representations, 2018

Learning to Represent Programs with Graphs.
Proceedings of the 6th International Conference on Learning Representations, 2018

2017
Automatically Proving Termination and Memory Safety for Programs with Pointer Arithmetic.
J. Autom. Reason., 2017

Analyzing Program Termination and Complexity Automatically with AProVE.
J. Autom. Reason., 2017

SmartPaste: Learning to Adapt Source Code.
CoRR, 2017

Proving Termination Through Conditional Termination.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2017

Learning Shape Analysis.
Proceedings of the Static Analysis - 24th International Symposium, 2017

Differentiable Programs with Neural Libraries.
Proceedings of the 34th International Conference on Machine Learning, 2017

Neural Program Lattices.
Proceedings of the 5th International Conference on Learning Representations, 2017

Lifelong Perceptual Programming By Example.
Proceedings of the 5th International Conference on Learning Representations, 2017

Neural Functional Programming.
Proceedings of the 5th International Conference on Learning Representations, 2017

DeepCoder: Learning to Write Programs.
Proceedings of the 5th International Conference on Learning Representations, 2017

Complexity Analysis for Term Rewriting by Integer Transition Systems.
Proceedings of the Frontiers of Combining Systems - 11th International Symposium, 2017

Certifying Safety and Termination Proofs for Integer Transition Systems.
Proceedings of the Automated Deduction - CADE 26, 2017

2016
Analyzing Runtime and Size Complexity of Integer Programs.
ACM Trans. Program. Lang. Syst., 2016

Gated Graph Sequence Neural Networks.
Proceedings of the 4th International Conference on Learning Representations, 2016

Summary - TerpreT: A Probabilistic Programming Language for Program Induction.
CoRR, 2016

TerpreT: A Probabilistic Programming Language for Program Induction.
CoRR, 2016

T2: Temporal Property Verification.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2016

Lower Runtime Bounds for Integer Programs.
Proceedings of the Automated Reasoning - 8th International Joint Conference, 2016

2015
Compositional Safety Verification with Max-SMT.
Proceedings of the Formal Methods in Computer-Aided Design, 2015

2014
Termination analysis for imperative programs operating on the heap.
PhD thesis, 2014

Alternating Runtime and Size Complexity Analysis of Integer Programs.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2014

CTL+FO verification as constraint solving.
Proceedings of the 2014 International Symposium on Model Checking of Software, 2014

Proving Termination and Memory Safety for Programs with Pointer Arithmetic.
Proceedings of the Automated Reasoning - 7th International Joint Conference, 2014

Proving Termination of Programs Automatically with AProVE.
Proceedings of the Automated Reasoning - 7th International Joint Conference, 2014

2013
Better Termination Proving through Cooperation.
Proceedings of the Computer Aided Verification - 25th International Conference, 2013

2012
Automated Termination Proofs for Java Programs with Cyclic Data.
Proceedings of the Computer Aided Verification - 24th International Conference, 2012

2011
Modular Termination Proofs of Recursive Java Bytecode Programs by Term Rewriting.
Proceedings of the 22nd International Conference on Rewriting Techniques and Applications, 2011

Automated Detection of Non-termination and NullPointerExceptions for Java Bytecode.
Proceedings of the Formal Verification of Object-Oriented Software, 2011


2010
Automated Termination Analysis of Java Bytecode by Term Rewriting.
Proceedings of the 21st International Conference on Rewriting Techniques and Applications, 2010

Termination Graphs for Java Bytecode.
Proceedings of the Verification, Induction, Termination Analysis, 2010


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