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Nath, Somjit
8 publications
TMLR
2025
Behaviour Discovery and Attribution for Explainable Reinforcement Learning
Rishav Rishav
,
Somjit Nath
,
Vincent Michalski
,
Samira Ebrahimi Kahou
NeurIPSW
2024
Unsupervised Event Outlier Detection in Continuous Time
Somjit Nath
,
Kry Yik-Chau Lui
,
Siqi Liu
ICML
2023
Discovering Object-Centric Generalized Value Functions from Pixels
Somjit Nath
,
Gopeshh Subbaraj
,
Khimya Khetarpal
,
Samira Ebrahimi Kahou
NeurIPS
2023
Prioritizing Samples in Reinforcement Learning with Reducible Loss
Shivakanth Sujit
,
Somjit Nath
,
Pedro Braga
,
Samira Ebrahimi Kahou
NeurIPSW
2022
Locally Constrained Representations in Reinforcement Learning
Somjit Nath
,
Samira Ebrahimi Kahou
NeurIPSW
2022
Prioritizing Samples in Reinforcement Learning with Reducible Loss
Shiva Kanth Sujit
,
Somjit Nath
,
Pedro Braga
,
Samira Ebrahimi Kahou
ICLR
2020
Training Recurrent Neural Networks Online by Learning Explicit State Variables
Somjit Nath
,
Vincent Liu
,
Alan Chan
,
Xin Li
,
Adam White
,
Martha White
ICLR
2019
Two-Timescale Networks for Nonlinear Value Function Approximation
Wesley Chung
,
Somjit Nath
,
Ajin Joseph
,
Martha White