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Research Papers

Coordination Failure in Cooperative Offline MARL

Callum Rhys Tilbury | Claude Formanek | Louise Beyers | Jonathan Shock | Arnu Pretorius

ICML 2024 ARLET Workshop Jul 2024

Results of PJAP in the Twin Peaks game

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Machine Learning of Force Fields for Molecular Dynamics Simulations of Proteins at DFT Accuracy

Mustafa Omar | Sebastien Boyer | Christoph Brunken | Bakary Diallo | Nicolas Lopez Carranza | Oliver Bent

ICLR 2024 GEM Workshop May 2024

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Model-Based Reinforcement Learning for Protein Backbone Design

Frédéric Renard | Cyprien Courtot | Oliver Bent

ICLR 2024 GEM Workshop May 2024

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Protein binding affinity prediction under multiple substitutions based on eGNNs with residue and atomic graphs and language model information: eGRAL

Arturo Fiorellini-Bernardis | Sebastien Boyer | Christoph Brunken | Bakary Diallo | Karim Beguir | Nicolas Lopez Carranza | Oliver Bent

ICLR 2024 GEM Workshop May 2024

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Exploring Genomic Language Models on Protein Downstream Tasks

Sam Boshar | Evan Trop | Bernardo P. de Almeida | Thomas Pierrot

LLMs4Bio AAAI 2024 | MLGenX ICLR 2024 May 2024

Exploring Genomic Language Models on Protein Downstream Tasks

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Advancing DNA Language Models: The Genomics Long-Range Benchmark

Chia-Hsiang Kao | Evan Trop | McKinley Polen | Yair Schiff | Bernardo P. de Almeida | Aaron Gokaslan | Thomas Pierrot | Volodymyr Kuleshov

LLMs4Bio AAAI 2024 | MLGenX ICLR 2024 May 2024

Advancing DNA Language Models: The Genomics Long-Range Benchmark

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ChatNT: A Multimodal Conversational Agent for DNA, RNA and Protein Tasks

Guillaume Richard* | Bernardo P. de Almeida* | Hugo Dalla-Torre | Christopher Blum | Lorenz Hexemer | Priyanka Pandey | Stefan Laurent | Marie Lopez | Alexandre Laterre | Maren Lang | Ugur Sahin | Karim Beguir | Thomas Pierrot

Apr 2024

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SegmentNT: annotating the genome at single-nucleotide resolution with DNA foundation models

Bernardo P. de Almeida | Hugo Dalla-Torre | Guillaume Richard | Christopher Blum | Lorenz Hexemer | Maxence Gelard | Priyanka Pandey | Stefan Laurent | Alexandre Laterre | Maren Lang | Ugur Sahin | Karim Beguir | Thomas Pierrot

Mar 2024

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Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX

Clément Bonnet | Daniel Luo | Donal Byrne | Shikha Surana | Vincent Coyette | Paul Duckworth | Laurence I. Midgley | Tristan Kalloniatis | Sasha Abramowitz | Cemlyn N. Waters | Andries P. Smit | Nathan Grinsztajn | Ulrich A. Mbou Sob | Omayma Mahjoub | Elshadai Tegegn | Mohamed A. Mimouni | Raphael Boige | Ruan de Kock | Daniel Furelos-Blanco | Victor Le | Arnu Pretorius | Alexandre Laterre

ICLR 2024 Mar 2024

Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX

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How much can change in a year? Revisiting Evaluation in Multi-Agent Reinforcement Learning

Omayma Mahjoub | Ruan de Kock | Siddarth Singh | Wiem Khlifi | Abidine Vall | Kale-ab Tessera | Arnu Pretorius

AAAI workshop Mar 2024

How much can change in a year? Revisiting Evaluation in Multi-Agent Reinforcement Learning

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On Diagnostics for Understanding Agent Training Behaviour in Cooperative MARL

Omayma Mahjoub | Ruan de Kock | Siddarth Singh | Wiem Khlifi | Abidine Vall | Rihab Gorsane | Arnu Pretorius

AAAI workshop Mar 2024

On Diagnostics for Understanding Agent Training Behaviour in Cooperative MARL

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Efficiently Quantifying Individual Agent Importance in Cooperative MARL

Omayma Mahjoub | Ruan de Kock | Siddarth Singh | Wiem Khlifi | Abidine Vall | Rihab Gorsane | Arnu Pretorius

AAAI workshop Mar 2024

Efficiently Quantifying Individual Agent Importance in Cooperative MARL

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