Melrose Roderick

Publication Activity (10 Years)

Years Active: 2016-2023
Publications (10 Years): 11

Top Topics

Conjugate Priors

Markov Decision Processes

Reinforcement Learning

Top Venues

Publications

Melrose Roderick, Gaurav Manek, Felix Berkenkamp, J. Zico Kolter
Projected Off-Policy Q-Learning (POP-QL) for Stabilizing Offline Reinforcement Learning. CoRR (2023)
Melrose Roderick, Felix Berkenkamp, Fatemeh Sheikholeslami, Zico Kolter
Generative Posterior Networks for Approximately Bayesian Epistemic Uncertainty Estimation. CoRR (2023)
Priya L. Donti, Melrose Roderick, Mahyar Fazlyab, J. Zico Kolter
Enforcing robust control guarantees within neural network policies. ICLR (2021)
Melrose Roderick, Vaishnavh Nagarajan, J. Zico Kolter
Provably Safe PAC-MDP Exploration Using Analogies. AISTATS (2021)
Priya L. Donti, Melrose Roderick, Mahyar Fazlyab, J. Zico Kolter
Enforcing robust control guarantees within neural network policies. CoRR (2020)
Melrose Roderick, Vaishnavh Nagarajan, J. Zico Kolter
Provably Safe PAC-MDP Exploration Using Analogies. CoRR (2020)
Melrose Roderick, Christopher Grimm, Stefanie Tellex
Deep Abstract Q-Networks. AAMAS (2018)
Melrose Roderick, Christopher Grimm, Stefanie Tellex
Deep Abstract Q-Networks. CoRR (2017)
Melrose Roderick, James MacGlashan, Stefanie Tellex
Implementing the Deep Q-Network. CoRR (2017)
Kavosh Asadi, Cameron Allen, Melrose Roderick, Abdel-rahman Mohamed, George Dimitri Konidaris, Michael L. Littman
Mean Actor Critic. CoRR (2017)
Jeffrey Mahler, Florian T. Pokorny, Brian Hou, Melrose Roderick, Michael Laskey, Mathieu Aubry, Kai Kohlhoff, Torsten Kröger, James J. Kuffner, Ken Goldberg
Dex-Net 1.0: A cloud-based network of 3D objects for robust grasp planning using a Multi-Armed Bandit model with correlated rewards. ICRA (2016)