- Biology and Compositionality: Empirical Considerations for Emergent-Communication Protocols. Travis LaCroix (University of California, Irvine)*
- Playing log(N)-Questions over Sentences. Peter Potash (Microsoft Research Montreal)*, Kaheer Suleman (Microsoft Research Montreal)
- Enhancing Communication Learning through Empathic Prediction. Marie Ossenkopf (University of Kassel)*
- Learning Autocomplete Systems as a Communication Game. Mina Lee (Stanford University)*; Tatsunori Hashimoto (Stanford); Percy Liang (Stanford University) (Contributed Talk)
- Focus on What’s Informative and Ignore What’s not: Communication Strategies in a Referential Game. Roberto Dessi (CIMeC, University of Trento)*; Diane Bouchacourt (Facebook AI); Davide Crepaldi (SISSA); Marco Baroni (Facebook Artificial Intelligence Research)
- Avoiding hashing and encouraging visual semantics in referential emergent language games. Daniela Mihai (University of Southampton)*; Jonathon Hare (University of Southampton)
- Enhance the Compositionality of Emergent Language by Iterated Learning. Yi Ren ( School of Informatics, The University of Edinburgh)*; Shangmin Guo (School of Informatics, The University of Edinburgh); Serhii Havrylov (University of Edinburgh); Shay Cohen (University of Edinburgh); Simon Kirby (University of Edinburgh)
- The Emergence of Compositional Languages for Numeric Concepts Through Iterated Learning in Neural Agents. Shangmin Guo, Yi Ren, Serhii Havrylov, Stella Frank, Ivan Titov, Kenny Smith.
- Developmentally motivated emergence of compositional communication via template transfer. Tomasz Korbak (Institute of Philosophy, Polish Academy of Sciences)*; Julian Zubek (Human Interactivity and Language Lab, Faculty of Psychology, University of Warsaw); Łukasz Kuciński (Institute of Mathematics, Polish Academy of Sciences); Piotr Miłoś (Institute of Mathematics, Polish Academy of Sciences, deepsense.ai ); Joanna Rączaszek-Leonardi (Human Interactivity and Language Lab, Faculty of Psychology, University of Warsaw)
- On Emergent Communication in Competitive Multi-Agent Teams. Paul Pu Liang, Jeffrey Chen, Ruslan Salakhutdinov, Louis-Philippe Morency, Satwik Kottur.
- Emergent Communication with World Models. Alexander I Cowen-Rivers (Preferred Networks, Inc.)*; Jason Naradowsky (Preferred Networks) (Contributed Talk)
- To Populate Is To Regulate. Nicole Fitzgerald (Microsoft Research Montreal)*
- Improving Policies via Search in Cooperative Partially Observable Games. Adam Lerer (Facebook AI Research)*; Hengyuan Hu (Facebook); Jakob Foerster (Facebook AI Research); Noam Brown (Facebook AI Research) (Contributed Talk)
- Emergence of Pragmatics from Referential Game between Theory of Mind Agents. Luyao Yuan (UCLA)*; Zipeng Fu (UCLA); Jingyue Shen (UCLA); Lu Xu (UCLA); Junhong Shen (UCLA); Song-Chun Zhu (UCLA)
- Emergence of Theory of Mind Collaboration in Multiagent Systems. Luyao Yuan (UCLA)*; Zipeng Fu (UCLA); Linqi Zhou (University of California, Los Angeles); Kexin Yang (UCLA); Song-Chun Zhu (UCLA)
- EGG: a toolkit for research on Emergence of lanGuage in Games. Eugene Kharitonov (Facebook AI)*; Rahma Chaabouni (ENS Ulm/Facebook AI Research); Diane Bouchacourt (Facebook AI); Marco Baroni (Facebook Artificial Intelligence Research)
- Unnatural Language Processing: Bridging the Gap Between Synthetic and Natural Language Data. Alana Marzoev (MIT)*; Jacob Andreas (MIT)
- Embodied Multi-Agent Learning in Minecraft. Ali Zaidi (Microsoft)*