Nicolas Sonnerat

DeepMind (United Kingdom) — United Kingdom

Computer Science · Physical Sciences

9h-index2.2kcitations18works6.62yr avg
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Research Topics

Machine Learning and Data Classification(5), Genomics and Phylogenetic Studies(3), Advanced Graph Theory Research(3), Reinforcement Learning in Robotics(3), Evolutionary Algorithms and Applications(3)

Publications17 total

Olympiad-level formal mathematical reasoning with reinforcement learning
Nature·2025· 3 citedOpen Access
Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2
arXiv (Cornell University)·2024· 1 citedOpen Access
Collaborative Multi-LoRA Experts with Achievement-based Multi-Tasks Loss for Unified Multimodal Information Extraction
2024· 3 citedOpen Access
Jumping Ahead: Improving Reconstruction Fidelity with JumpReLU Sparse Autoencoders
arXiv (Cornell University)·2024· 2 citedOpen Access
Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2
2024· 24 citedOpen Access
Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search
arXiv (Cornell University)·2023Open Access
Learning a Large Neighborhood Search Algorithm for Mixed Integer Programs
arXiv (Cornell University)·2021· 6 citedOpen Access
Solving Mixed Integer Programs Using Neural Networks
arXiv (Cornell University)·2020· 42 citedOpen Access
Human-level performance in 3D multiplayer games with population-based reinforcement learning
Science·2019· 666 citedOpen Access
Deep Reinforcement Learning and the Deadly Triad
arXiv (Cornell University)·2018· 110 citedOpen Access
Value-Decomposition Networks For Cooperative Multi-Agent Learning Based On Team Reward
2018· 476 cited
SCAN: Learning Hierarchical Compositional Visual Concepts
UCL Discovery (University College London)·2018· 40 cited
SCAN: Learning Abstract Hierarchical Compositional Visual Concepts
arXiv (Cornell University)·2017· 18 citedOpen Access
SCAN: Learning Hierarchical Compositional Visual Concepts
arXiv (Cornell University)·2017· 57 citedOpen Access
Maximum Flows on Disjoint Paths
Lecture notes in computer science·2010· 1 citedOpen Access
Galaxy cutsets in graphs
Journal of Combinatorial Optimization·2009· 2 cited
Defending Planar Graphs against Star-Cutsets
Electronic Notes in Discrete Mathematics·2009

Frequent Co-authors

Demis Hassabis(5), Irina Higgins(3), Löıc Matthey(3), Arka Pal(3), Christopher Burgess(3), Matthew Botvinick(3), Alexander Lerchner(3), Tom Lieberum(3), Senthooran Rajamanoharan(3), Arthur Conmy(3), Vikrant Varma(3), János Kramár(3), Neel Nanda(3), Adrian Vetta(3), Max Jaderberg(2), Wojciech Marian Czarnecki(2), Guy Lever(2), Joel Z. Leibo(2), David Silver(2), Thore Graepel(2)