Using General Value Functions to Learn Domain-Backed Inventory Management Policies

no code implementations • 3 Nov 2023 • Durgesh Kalwar, Omkar Shelke, Harshad Khadilkar

We consider the inventory management problem, where the goal is to balance conflicting objectives such as availability and wastage of a large range of products in a store.

Decision Making Management +1

Safe Sequential Optimization for Switching Environments

no code implementations • 3 Nov 2023 • Durgesh Kalwar, Vineeth B. S

At each step, the agent receives an observation of the function's value at a point decided by the agent.

Bayesian Optimization Change Point Detection +1

Follow your Nose: Using General Value Functions for Directed Exploration in Reinforcement Learning

no code implementations • 2 Mar 2022 • Durgesh Kalwar, Omkar Shelke, Somjit Nath, Hardik Meisheri, Harshad Khadilkar

Exploration methods have been used to sample better trajectories in large environments while auxiliary tasks have been incorporated where the reward is sparse.

reinforcement-learning Reinforcement Learning (RL)