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Shuvam Chakraborty

2 accepted papers

2021

IQ-Learn: Inverse soft-Q Learning for Imitation

NeurIPS 2021spotlight

In many sequential decision-making problems (e.g., robotics control, game playing, sequential prediction), human or expert data is available containing useful information about the task. However, imitation learning (IL) from a small amount of expert data can be challenging in high-dimensional enviro…

2020

Belief Propagation Neural Networks

NeurIPS 2020poster

Learned neural solvers have successfully been used to solve combinatorial optimization and decision problems. More general counting variants of these problems, however, are still largely solved with hand-crafted solvers. To bridge this gap, we introduce belief propagation neural networks (BPNNs), a…