Game AI

DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning ICML 2021 Domain-Specific Multi-Agent Dialog Policy Learning in Multi-Domain Task-Oriented Scenarios Interspeech 2021 DOP: Off-Policy Multi-Agent Decomposed Policy Gradients ICLR 2021 Dynamic Automaton-Guided Reward Shaping for Monte Carlo Tree Search AAAI 2021 Dynamic Lane Traffic Signal Control with Group Attention and Multi-Timescale Reinforcement Learning IJCAI 2021 Efficient Dialogue Complementary Policy Learning via Deep Q-network Policy and Episodic Memory Policy EMNLP 2021 Efficient Text-based Reinforcement Learning by Jointly Leveraging State and Commonsense Graph Representations ACL 2021 ELLA: Exploration through Learned Language Abstraction NeurIPS 2021 Enhancing Visual Dialog Questioner with Entity-based Strategy Learning and Augmented Guesser EMNLP 2021 Entropic Desired Dynamics for Intrinsic Control NeurIPS 2021 Evaluation of Human-AI Teams for Learned and Rule-Based Agents in Hanabi NeurIPS 2021 Exploiting Opponents Under Utility Constraints in Sequential Games NeurIPS 2021 Exploration-Exploitation in Multi-Agent Learning: Catastrophe Theory Meets Game Theory AAAI 2021 Fast Policy Extragradient Methods for Competitive Games with Entropy Regularization NeurIPS 2021 FontRL: Chinese Font Synthesis via Deep Reinforcement Learning AAAI 2021 Fourier Bases for Solving Permutation Puzzles AISTATS 2021 Generalization in Text-based Games via Hierarchical Reinforcement Learning EMNLP 2021 Global Convergence of Policy Gradient for Linear-Quadratic Mean-Field Control/Game in Continuous Time ICML 2021 Grounding Language to Entities and Dynamics for Generalization in Reinforcement Learning ICML 2021 How to Motivate Your Dragon: Teaching Goal-Driven Agents to Speak and Act in Fantasy Worlds NAACL 2021 Illuminating Mario Scenes in the Latent Space of a Generative Adversarial Network AAAI 2021 Improve Agents without Retraining: Parallel Tree Search with Off-Policy Correction NeurIPS 2021 Learning and Planning in Complex Action Spaces ICML 2021 Learning Diverse Policies in MOBA Games via Macro-Goals NeurIPS 2021 Learning How to Solve “Bubble Ball” L4DC 2021