Agent Systems

A data-driven approach for learning to control computers ICML 2022 A Demonstration of Compositional, Hierarchical Interactive Task Learning AAAI 2022 A Direct Approximation of AIXI Using Logical State Abstractions NeurIPS 2022 Adversarially Robust Multi-Armed Bandit Algorithm with Variance-Dependent Regret Bounds COLT 2022 A Fine-Tuning Approach to Belief State Modeling ICLR 2022 A Generative User Simulator with GPT-based Architecture and Goal State Tracking for Reinforced Multi-Domain Dialog Systems EMNLP 2022 AI Driven Accounts Payable Transformation AAAI 2022 AKB-48: A Real-World Articulated Object Knowledge Base CVPR 2022 A Learning-based Iterative Control Framework for Controlling a Robot Arm with Pneumatic Artificial Muscles RSS 2022 Aligning to Social Norms and Values in Interactive Narratives NAACL 2022 A Mean-Field Game Approach to Cloud Resource Management with Function Approximation NeurIPS 2022 A Minimax Learning Approach to Off-Policy Evaluation in Confounded Partially Observable Markov Decision Processes ICML 2022 An Adaptive Deep RL Method for Non-Stationary Environments with Piecewise Stable Context NeurIPS 2022 A Native Qualitative Numeric Planning Solver Based on AND/OR Graph Search IJCAI 2022 A Near-Optimal Primal-Dual Method for Off-Policy Learning in CMDP NeurIPS 2022 An Online Learning Approach to Sequential User-Centric Selection Problems AAAI 2022 An Online Learning Approach towards Far-sighted Emergency Relief Planning under Intentional Attacks in Conflict Areas IJCAI 2022 Anti-Overestimation Dialogue Policy Learning for Task-Completion Dialogue System NAACL 2022 A POMDP Dialogue Policy with 3-way Grounding and Adaptive Sensing for Learning through Communication EMNLP 2022 Approximate Function Evaluation via Multi-Armed Bandits AISTATS 2022 A Sequence Modelling Approach to Question Answering in Text-Based Games NAACL 2022 A Sharp Memory-Regret Trade-off for Multi-Pass Streaming Bandits COLT 2022 A Simple Reward-free Approach to Constrained Reinforcement Learning ICML 2022 A Simulation-Based Evaluation Framework for Interactive AI Systems and Its Application AAAI 2022 Ask Question First for Enhancing Lifelong Language Learning COLING 2022