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Papers
Self-Adaptive Imitation Learning: Learning Tasks with Delayed Rewards from Sub-optimal Demonstrations
AAAI 2022
SelfD: Self-Learning Large-Scale Driving Policies From the Web
CVPR 2022
Semi-Supervised Imitation Learning of Team Policies from Suboptimal Demonstrations
IJCAI 2022
Sequence Model Imitation Learning with Unobserved Contexts
NeurIPS 2022
Stage Conscious Attention Network (SCAN): A Demonstration-Conditioned Policy for Few-Shot Imitation
AAAI 2022
SymNet 2.0: Effectively handling Non-Fluents and Actions in Generalized Neural Policies for RDDL Relational MDPs
UAI 2022
TaSIL: Taylor Series Imitation Learning
NeurIPS 2022
Task-Induced Representation Learning
ICLR 2022
Temporal Logic Imitation: Learning Plan-Satisficing Motion Policies from Demonstrations
CoRL 2022
Text Editing as Imitation Game
EMNLP 2022
ToolFlowNet: Robotic Manipulation with Tools via Predicting Tool Flow from Point Clouds
CoRL 2022
Towards Real-World Navigation With Deep Differentiable Planners
CVPR 2022
Towards Uniformly Superhuman Autonomy via Subdominance Minimization
ICML 2022
TRAIL: Near-Optimal Imitation Learning with Suboptimal Data
ICLR 2022
Transformers Are Adaptable Task Planners
CoRL 2022
Understanding Game-Playing Agents with Natural Language Annotations
ACL 2022
Video PreTraining (VPT): Learning to Act by Watching Unlabeled Online Videos
NeurIPS 2022
VIOLA: Imitation Learning for Vision-Based Manipulation with Object Proposal Priors
CoRL 2022
VISITRON: Visual Semantics-Aligned Interactively Trained Object-Navigator
ACL 2022
Watch and Match: Supercharging Imitation with Regularized Optimal Transport
CoRL 2022
WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents
NeurIPS 2022
Why Exposure Bias Matters: An Imitation Learning Perspective of Error Accumulation in Language Generation
ACL 2022
You Only Demonstrate Once: Category-Level Manipulation from Single Visual Demonstration
RSS 2022
A Contraction Approach to Model-based Reinforcement Learning
AISTATS 2021
Adversarially Robust Imitation Learning
CoRL 2021