Agent Systems

Mega-Reward: Achieving Human-Level Play without Extrinsic Rewards AAAI 2020 Meta-learning curiosity algorithms ICLR 2020 Metareasoning in Modular Software Systems: On-the-Fly Configuration Using Reinforcement Learning with Rich Contextual Representations AAAI 2020 Meta-trained agents implement Bayes-optimal agents NeurIPS 2020 Model-Free Real-Time Autonomous Energy Management for a Residential Multi-Carrier Energy System: A Deep Reinforcement Learning Approach IJCAI 2020 Modeling Long-horizon Tasks as Sequential Interaction Landscapes CoRL 2020 MOSS: End-to-End Dialog System Framework with Modular Supervision AAAI 2020 MovieChats: Chat like Humans in a Closed Domain EMNLP 2020 MTSS: Learn from Multiple Domain Teachers and Become a Multi-Domain Dialogue Expert AAAI 2020 Multitask Soft Option Learning UAI 2020 Network Randomization: A Simple Technique for Generalization in Deep Reinforcement Learning ICLR 2020 Neural Network Control Policy Verification With Persistent Adversarial Perturbation ICML 2020 NeurOpt: Neural network based optimization for building energy management and climate control L4DC 2020 Never Give Up: Learning Directed Exploration Strategies ICLR 2020 Nonparametric Motion Retargeting for Humanoid Robots on Shared Latent Space RSS 2020 OCEAN: Online Task Inference for Compositional Tasks with Context Adaptation UAI 2020 On Efficiency in Hierarchical Reinforcement Learning NeurIPS 2020 One Policy to Control Them All: Shared Modular Policies for Agent-Agnostic Control ICML 2020 Online Bayesian Goal Inference for Boundedly Rational Planning Agents NeurIPS 2020 Online Bayesian Moment Matching based SAT Solver Heuristics ICML 2020 On Task-Level Dialogue Composition of Generative Transformer Model EMNLP 2020 Opinion Maximization in Social Trust Networks IJCAI 2020 Optimistic Exploration even with a Pessimistic Initialisation ICLR 2020 Option Discovery using Deep Skill Chaining ICLR 2020 Options of Interest: Temporal Abstraction with Interest Functions AAAI 2020