Search Results for author: Dennis Lee

Found 7 papers, 2 papers with code

Joint Attention for Multi-Agent Coordination and Social Learning

no code implementations15 Apr 2021 Dennis Lee, Natasha Jaques, Chase Kew, Jiaxing Wu, Douglas Eck, Dale Schuurmans, Aleksandra Faust

We then train agents to minimize the difference between the attention weights that they apply to the environment at each timestep, and the attention of other agents.

Mathematical Reasoning via Self-supervised Skip-tree Training

no code implementations ICLR 2021 Markus N. Rabe, Dennis Lee, Kshitij Bansal, Christian Szegedy

We examine whether self-supervised language modeling applied to mathematical formulas enables logical reasoning.

Language Modelling

Model-based Reinforcement Learning for Decentralized Multiagent Rendezvous

no code implementations15 Mar 2020 Rose E. Wang, J. Chase Kew, Dennis Lee, Tsang-Wei Edward Lee, Tingnan Zhang, Brian Ichter, Jie Tan, Aleksandra Faust

We propose hierarchical predictive planning (HPP), a model-based reinforcement learning method for decentralized multiagent rendezvous.

Model-based Reinforcement Learning

Mathematical Reasoning in Latent Space

no code implementations ICLR 2020 Dennis Lee, Christian Szegedy, Markus N. Rabe, Sarah M. Loos, Kshitij Bansal

We design and conduct a simple experiment to study whether neural networks can perform several steps of approximate reasoning in a fixed dimensional latent space.

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