Agent Systems

Perceiving the World: Question-guided Reinforcement Learning for Text-based Games ACL 2022 Performative Prediction in a Stateful World AISTATS 2022 Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage ICLR 2022 Plausibility Reasoning via Projected Answer Set Counting - A Hybrid Approach IJCAI 2022 Policy Gradient and Actor-Critic Learning in Continuous Time and Space: Theory and Algorithms JMLR 2022 Polite Task-oriented Dialog Agents: To Generate or to Rewrite? ACL 2022 Pre-Trained Language Models for Interactive Decision-Making NeurIPS 2022 Procedural generalization by planning with self-supervised world models ICLR 2022 Provably Filtering Exogenous Distractors using Multistep Inverse Dynamics ICLR 2022 Psychology-guided Controllable Story Generation COLING 2022 Rainbow Keywords: Efficient Incremental Learning for Online Spoken Keyword Spotting Interspeech 2022 Real-Time BDI Agents: A Model and Its Implementation IJCAI 2022 Recurrent Model-Free RL Can Be a Strong Baseline for Many POMDPs ICML 2022 Reinforcement Learning for Datacenter Congestion Control AAAI 2022 Relational Reasoning via Set Transformers: Provable Efficiency and Applications to MARL NeurIPS 2022 Reward-Free RL is No Harder Than Reward-Aware RL in Linear Markov Decision Processes ICML 2022 RNNs of RNNs: Recursive Construction of Stable Assemblies of Recurrent Neural Networks NeurIPS 2022 RoboCraft: Learning to See, Simulate, and Shape Elasto-Plastic Objects with Graph Networks RSS 2022 Robust φ-Divergence MDPs NeurIPS 2022 Robust Data-Driven Output Feedback Control via Bootstrapped Multiplicative Noise L4DC 2022 Robust Multi-Objective Reinforcement Learning with Dynamic Preferences ACML 2022 Robust Online Control with Model Misspecification L4DC 2022 Robust Stochastic Linear Contextual Bandits Under Adversarial Attacks AISTATS 2022 ROS-PyBullet Interface: A Framework for Reliable Contact Simulation and Human-Robot Interaction CoRL 2022 Rule Based Event Extraction for Artificial Social Intelligence COLING 2022