Navdeep Kumar

According to our database1, Navdeep Kumar authored at least 19 papers between 2008 and 2024.

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Bibliography

2024
The effect of network delays on Distributed Ledgers based on Directed Acyclic Graphs: A mathematical model.
Perform. Evaluation, 2024

On the Global Convergence of Policy Gradient in Average Reward Markov Decision Processes.
CoRR, 2024

Efficient Value Iteration for s-rectangular Robust Markov Decision Processes.
Proceedings of the Forty-first International Conference on Machine Learning, 2024

Bring Your Own (Non-Robust) Algorithm to Solve Robust MDPs by Estimating The Worst Kernel.
Proceedings of the Forty-first International Conference on Machine Learning, 2024

Policy Gradient for Reinforcement Learning with General Utilities.
Proceedings of the Second Tiny Papers Track at ICLR 2024, 2024

Learning the Uncertainty Set in Robust Markov Decision Process.
Proceedings of the Second Tiny Papers Track at ICLR 2024, 2024

Towards Faster Global Convergence of Robust Policy Gradient Methods.
Proceedings of the Second Tiny Papers Track at ICLR 2024, 2024

Policy Gradient with Tree Search (PGTS) in Reinforcement Learning Evades Local Maxima.
Proceedings of the Second Tiny Papers Track at ICLR 2024, 2024

Solving Non-rectangular Reward-Robust MDPs via Frequency Regularization.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023
Robust Reinforcement Learning via Adversarial Kernel Approximation.
CoRR, 2023

An Efficient Solution to s-Rectangular Robust Markov Decision Processes.
CoRR, 2023

Policy Gradient for s-Rectangular Robust Markov Decision Processes.
CoRR, 2023

Policy Gradient for Rectangular Robust Markov Decision Processes.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2022
Policy Gradient for Reinforcement Learning with General Utilities.
CoRR, 2022

Efficient Policy Iteration for Robust Markov Decision Processes via Regularization.
CoRR, 2022

The Geometry of Robust Value Functions.
Proceedings of the International Conference on Machine Learning, 2022

Empirical Evaluation of Deep Learning Approaches for Landmark Detection in Fish Bioimages.
Proceedings of the Computer Vision - ECCV 2022 Workshops, 2022

2021
Deep Learning Approaches for Head and Operculum Segmentation in Zebrafish Microscopy Images.
Proceedings of the Computer Analysis of Images and Patterns, 2021

2008
Setup Planning and Operation Sequencing Using Neural Network and Genetic Algorithm.
Proceedings of the Fifth International Conference on Information Technology: New Generations (ITNG 2008), 2008


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