Publications tagged "Structured control"
Conferences
Skill Set Optimization: Reinforcing Language Model Behavior via Transferable Skills
Kolby Nottingham, Bodhisattwa Prasad Majumder, Bhavana Dalvi Mishra, Sameer Singh, Peter Clark, and Roy Fox
41st International Conference on Machine Learning (ICML), 2024
Reducing Variance in Temporal-Difference Value Estimation via Ensemble of Deep Networks
Litian Liang, Yaosheng Xu, Stephen McAleer, Dailin Hu, Alexander Ihler, Pieter Abbeel, and Roy Fox
39th International Conference on Machine Learning (ICML), 2022
AutoPandas: Neural-Backed Generators for Program Synthesis
Rohan Bavishi, Caroline Lemieux, Roy Fox, Koushik Sen, and Ion Stoica
10th ACM SIGPLAN Conference on Systems, Programming, Languages, and Applications: Software for Humanity (SPLASH OOPSLA), 2019
Multi-Task Hierarchical Imitation Learning for Home Automation
Roy Fox*, Ron Berenstein*, Ion Stoica, and Ken Goldberg
15th IEEE Conference on Automation Science and Engineering (CASE), 2019
Generalizing Robot Imitation Learning with Invariant Hidden Semi-Markov Models
Ajay Kumar Tanwani, Jonathan Lee, Brijen Thananjeyan, Michael Laskey, Sanjay Krishnan, Roy Fox, Ken Goldberg, and Sylvain Calinon
13th International Workshop on the Algorithmic Foundations of Robotics (WAFR), 2018
Parametrized Hierarchical Procedures for Neural Programming
Roy Fox, Richard Shin, Sanjay Krishnan, Ken Goldberg, Dawn Song, and Ion Stoica
6th International Conference on Learning Representations (ICLR), 2018
DDCO: Discovery of Deep Continuous Options for Robot Learning from Demonstrations
Sanjay Krishnan*, Roy Fox*, Ion Stoica, and Ken Goldberg
1st Conference on Robot Learning (CoRL), 2017
Principled Option Learning in Markov Decision Processes
Roy Fox*, Michal Moshkovitz*, and Naftali Tishby
13th European Workshop on Reinforcement Learning (EWRL), 2016
Workshops
Hierarchical Imitation Learning via Variational Inference of Control Programs
Roy Fox, Richard Shin, William Paul, Yitian Zou, Dawn Song, Ken Goldberg, Pieter Abbeel, and Ion Stoica
Infer to Control: Probabilistic Reinforcement Learning and Structured Control workshop (Infer2Control @ NeurIPS), 2018
Neural Inference of API Functions from Input–Output Examples
Rohan Bavishi, Caroline Lemieux, Neel Kant, Roy Fox, Koushik Sen, and Ion Stoica
Machine Learning for Systems workshop (ML for Sys @ NeurIPS), 2018
Imitation Learning of Hierarchical Programs via Variational Inference
Roy Fox*, Richard Shin*, Pieter Abbeel, Ken Goldberg, Dawn Song, and Ion Stoica
Neural Abstract Machines & Program Induction workshop (NAMPI @ ICML), 2018
Robot Learning with Invariant Hidden Semi-Markov Models
Ajay Kumar Tanwani, Jonathon Lee, Michael Laskey, Sanjay Krishnan, Roy Fox, and Ken Goldberg
Perspectives on Robot Learning: Imitation and Causality workshop (Causal Imit. @ RSS), 2018
Preprints
Hierarchical Variational Imitation Learning of Control Programs
Roy Fox, Richard Shin, William Paul, Yitian Zou, Dawn Song, Ken Goldberg, Pieter Abbeel, and Ion Stoica
arXiv:1912.12612, 2019