Equivariant Networks for Zero-Shot Coordination

1 code implementation • 21 Oct 2022 • Darius Muglich, Christian Schroeder de Witt, Elise van der Pol, Shimon Whiteson, Jakob Foerster

Successful coordination in Dec-POMDPs requires agents to adopt robust strategies and interpretable styles of play for their partner.

Generalized Beliefs for Cooperative AI

no code implementations • 26 Jun 2022 • Darius Muglich, Luisa Zintgraf, Christian Schroeder de Witt, Shimon Whiteson, Jakob Foerster

Self-play is a common paradigm for constructing solutions in Markov games that can yield optimal policies in collaborative settings.

Neural RST-based Evaluation of Discourse Coherence

1 code implementation • Asian Chapter of the Association for Computational Linguistics 2020 • Grigorii Guz, Peyman Bateni, Darius Muglich, Giuseppe Carenini

We evaluate our approach on the Grammarly Corpus for Discourse Coherence (GCDC) and show that when ensembled with the current state of the art, we can achieve the new state of the art accuracy on this benchmark.

Coherence Evaluation Discourse Parsing +2