Somjit Nath

Publication Activity (10 Years)

Years Active: 2018-2023
Publications (10 Years): 18

Top Topics

Reinforcement Learning

Inventory Management

Function Approximators

Top Venues

Publications

Shivakanth Sujit, Somjit Nath, Pedro H. M. Braga, Samira Ebrahimi Kahou
Prioritizing Samples in Reinforcement Learning with Reducible Loss. NeurIPS (2023)
Sacha Morin, Somjit Nath, Samira Ebrahimi Kahou, Guy Wolf
Spectral Temporal Contrastive Learning. CoRR (2023)
Durgesh Kalwar, Omkar Shelke, Somjit Nath, Hardik Meisheri, Harshad Khadilkar
Follow your Nose: Using General Value Functions for Directed Exploration in Reinforcement Learning. AAMAS (2023)
Somjit Nath, Gopeshh Raaj Subbaraj, Khimya Khetarpal, Samira Ebrahimi Kahou
Discovering Object-Centric Generalized Value Functions From Pixels. ICML (2023)
Somjit Nath, Gopeshh Raaj Subbaraj, Khimya Khetarpal, Samira Ebrahimi Kahou
Discovering Object-Centric Generalized Value Functions From Pixels. CoRR (2023)
Somjit Nath, Samira Ebrahimi Kahou
Locally Constrained Representations in Reinforcement Learning. CoRR (2022)
Shivakanth Sujit, Somjit Nath, Pedro H. M. Braga, Samira Ebrahimi Kahou
Prioritizing Samples in Reinforcement Learning with Reducible Loss. CoRR (2022)
Hardik Meisheri, Nazneen N. Sultana, Mayank Baranwal, Vinita Baniwal, Somjit Nath, Satyam Verma, Balaraman Ravindran, Harshad Khadilkar
Scalable multi-product inventory control with lead time constraints using reinforcement learning. Neural Comput. Appl. 34 (3) (2022)
Hardik Meisheri, Somjit Nath, Mayank Baranwal, Harshad Khadilkar
A Learning Based Framework for Handling Uncertain Lead Times in Multi-Product Inventory Management. CoRR (2022)
Somjit Nath, Omkar Shelke, Durgesh Kalwar, Hardik Meisheri, Harshad Khadilkar
Follow your Nose: Using General Value Functions for Directed Exploration in Reinforcement Learning. CoRR (2022)
Somjit Nath, Mayank Baranwal, Harshad Khadilkar
Revisiting State Augmentation methods for Reinforcement Learning with Stochastic Delays. CIKM (2021)
Somjit Nath, Richa Verma, Abhik Ray, Harshad Khadilkar
SIBRE: Self Improvement Based REwards for Adaptive Feedback in Reinforcement Learning. AAMAS (2021)
Somjit Nath, Mayank Baranwal, Harshad Khadilkar
Revisiting State Augmentation methods for Reinforcement Learning with Stochastic Delays. CoRR (2021)
Somjit Nath, Richa Verma, Abhik Ray, Harshad Khadilkar
SIBRE: Self Improvement Based REwards for Reinforcement Learning. CoRR (2020)
Nazneen N. Sultana, Hardik Meisheri, Vinita Baniwal, Somjit Nath, Balaraman Ravindran, Harshad Khadilkar
Reinforcement Learning for Multi-Product Multi-Node Inventory Management in Supply Chains. CoRR (2020)
Somjit Nath, Vincent Liu, Alan Chan, Xin Li, Adam White, Martha White
Training Recurrent Neural Networks Online by Learning Explicit State Variables. ICLR (2020)
Wesley Chung, Somjit Nath, Ajin Joseph, Martha White
Two-Timescale Networks for Nonlinear Value Function Approximation. ICLR (Poster) (2019)
Somjit Nath, Subhannita Sarcar, Biswendu Chatterjee, Rhishita Chourashi, Nabendu Sekhar Chatterjee
Smartphone camera-based analysis of ELISA using artificial neural network. IET Comput. Vis. 12 (6) (2018)