Discrete-Valued Neural Communication. - Dianbo Liu; Alex Lamb; Kenji Kawaguchi; Anirudh Goyal; Chen Sun 007; Michael C. Mozer; Yoshua Bengio (NeurIPS, 2021)

Trajectory balance: Improved credit assignment in GFlowNets. - Nikolay Malkin; Moksh Jain; Emmanuel Bengio; Chen Sun 007; Yoshua Bengio (NeurIPS, 2022)

Contrastive introspection (ConSpec) to rapidly identify invariant steps for success. - Chen Sun 007; Wannan Yang; Benjamin Alsbury-Nealy; Yoshua Bengio; Blake A. Richards (CoRR, 2022)

Contrastive Retrospection: honing in on critical steps for rapid learning and generalization in RL. - Chen Sun 007; Wannan Yang; Thomas Jiralerspong; Dane Malenfant; Benjamin Alsbury-Nealy; Yoshua Bengio; Blake A. Richards (NeurIPS, 2023)

Discrete, compositional, and symbolic representations through attractor dynamics. - Andrew Nam; Eric Elmoznino; Nikolay Malkin; Chen Sun 007; Yoshua Bengio; Guillaume Lajoie (CoRR, 2023)

Delta-AI: Local objectives for amortized inference in sparse graphical models. - Jean-Pierre R. Falet; Hae Beom Lee; Nikolay Malkin; Chen Sun 007; Dragos Secrieru; Dinghuai Zhang; Guillaume Lajoie; Yoshua Bengio (ICLR, 2024)