Search Results for author: Siddharth Nayak

Found 4 papers, 2 papers with code

NICE: Robust Scheduling through Reinforcement Learning-Guided Integer Programming

1 code implementation24 Sep 2021 Luke Kenworthy, Siddharth Nayak, Christopher Chin, Hamsa Balakrishnan

We compare NICE with (1) a baseline integer programming formulation that produces a feasible crew schedule, and (2) a robust integer programming formulation that explicitly tries to minimize the impact of disruptions.

reinforcement-learning Reinforcement Learning (RL) +1

Reinforcement Learning for Improving Object Detection

no code implementations18 Aug 2020 Siddharth Nayak, Balaraman Ravindran

The performance of a trained object detection neural network depends a lot on the image quality.

Object object-detection +3

A Generalized Reinforcement Learning Algorithm for Online 3D Bin-Packing

no code implementations1 Jul 2020 Richa Verma, Aniruddha Singhal, Harshad Khadilkar, Ansuma Basumatary, Siddharth Nayak, Harsh Vardhan Singh, Swagat Kumar, Rajesh Sinha

We propose a Deep Reinforcement Learning (Deep RL) algorithm for solving the online 3D bin packing problem for an arbitrary number of bins and any bin size.

3D Bin Packing reinforcement-learning +1

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