Expecting the Unexpected: Training Detectors for Unusual Pedestrians with Adversarial Imposters. - Shiyu Huang 001; Deva Ramanan (CVPR, 2017)

Recognition in-the-Tail: Training Detectors for Unusual Pedestrians with Synthetic Imposters. - Shiyu Huang 001; Deva Ramanan (CoRR, 2017)

Combo-Action: Training Agent For FPS Game with Auxiliary Tasks. - Shiyu Huang 001; Hang Su 006; Jun Zhu 001; Ting Chen 006 (AAAI, 2019)

SVQN: Sequential Variational Soft Q-Learning Networks. - Shiyu Huang 001; Hang Su 006; Jun Zhu 001; Ting Chen 006 (ICLR, 2020)

Off-Policy Training for Truncated TD(λ) Boosted Soft Actor-Critic. - Shiyu Huang 001; Bin Wang 034; Hang Su 006; Dong Li 016; Jianye Hao; Jun Zhu 001; Ting Chen 006 (PRICAI (3), 2021)

Ranking Cost: Building An Efficient and Scalable Circuit Routing Planner with Evolution-Based Optimization. - Shiyu Huang 001; Bin Wang 034; Dong Li 016; Jianye Hao; Ting Chen 006; Jun Zhu 001 (CoRR, 2021)

TiKick: Towards Playing Multi-agent Football Full Games from Single-agent Demonstrations. - Shiyu Huang 001; Wenze Chen; Longfei Zhang; Ziyang Li; Fengming Zhu; Deheng Ye; Ting Chen 006; Jun Zhu 001 (CoRR, 2021)

VMAPD: Generate Diverse Solutions for Multi-Agent Games with Recurrent Trajectory Discriminators. - Shiyu Huang 001; Chao Yu 005; Bin Wang 034; Dong Li 016; Yu Wang 002; Ting Chen 006; Jun Zhu 001 (CoG, 2022)

Diverse Policies Converge in Reward-Free Markov Decision Processes. - Fanqi Lin; Shiyu Huang 001; Wei-Wei Tu (PRICAI (1), 2022)

Deep reinforcement learning with credit assignment for combinatorial optimization. - Dong Yan; Jiayi Weng; Shiyu Huang 001; Chongxuan Li; Yichi Zhou; Hang Su 006; Jun Zhu 001 (Pattern Recognit., 2022)

DGPO: Discovering Multiple Strategies with Diversity-Guided Policy Optimization. - Wenze Chen; Shiyu Huang 001; Yuan Chiang; Ting Chen 006; Jun Zhu 001 (AAMAS, 2023)

TiZero: Mastering Multi-Agent Football with Curriculum Learning and Self-Play. - Fanqi Lin; Shiyu Huang 001; Tim Pearce; Wenze Chen; Wei-Wei Tu (AAMAS, 2023)

Learning Graph-Enhanced Commander-Executor for Multi-Agent Navigation. - Xinyi Yang 001; Shiyu Huang 001; Yiwen Sun; Yuxiang Yang; Chao Yu 005; Wei-Wei Tu; Huazhong Yang; Yu Wang 002 (AAMAS, 2023)

SwiftSage: A Generative Agent with Fast and Slow Thinking for Complex Interactive Tasks. - Bill Yuchen Lin; Yicheng Fu; Karina Yang; Faeze Brahman; Shiyu Huang 001; Chandra Bhagavatula; Prithviraj Ammanabrolu; Yejin Choi 001; Xiang Ren 001 (NeurIPS, 2023)

Diverse Policies Converge in Reward-free Markov Decision Processe. - Fanqi Lin; Shiyu Huang 001; Weiwei Tu (CoRR, 2023)

Robustness and Generalizability of Deepfake Detection: A Study with Diffusion Models. - Haixu Song; Shiyu Huang 001; Yinpeng Dong; Wei-Wei Tu (CoRR, 2023)

OpenRL: A Unified Reinforcement Learning Framework. - Shiyu Huang 001; Wentse Chen; Yiwen Sun; Fuqing Bie; Wei-Wei Tu (CoRR, 2023)

Uncertainty quantification via a memristor Bayesian deep neural network for risk-sensitive reinforcement learning. - Yudeng Lin; Qingtian Zhang; Bin Gao 006; Jianshi Tang; Peng Yao; Chongxuan Li; Shiyu Huang 001; Zhengwu Liu; Ying Zhou; Yuyi Liu; Wenqiang Zhang; Jun Zhu 001; et al. (Nat. Mac. Intell., 2023)

DGPO: Discovering Multiple Strategies with Diversity-Guided Policy Optimization. - Wentse Chen; Shiyu Huang 001; Yuan Chiang; Tim Pearce; Wei-Wei Tu; Ting Chen 006; Jun Zhu 001 (AAAI, 2024)

LLMArena: Assessing Capabilities of Large Language Models in Dynamic Multi-Agent Environments. - Junzhe Chen 001; Xuming Hu; Shuodi Liu; Shiyu Huang 001; Wei-Wei Tu; Zhaofeng He; Lijie Wen 001 (ACL (1), 2024)

MQE: Unleashing the Power of Interaction with Multi-agent Quadruped Environment. - Ziyan Xiong; Bo Chen; Shiyu Huang 001; Wei-Wei Tu; Zhaofeng He; Yang Gao (IROS, 2024)

AutoSAT: Automatically Optimize SAT Solvers via Large Language Models. - Yiwen Sun; Furong Ye; Xianyin Zhang; Shiyu Huang 001; Bingzhen Zhang; Ke Wei; Shaowei Cai 001 (CoRR, 2024)

LVBench: An Extreme Long Video Understanding Benchmark. - Weihan Wang; Zehai He; Wenyi Hong; Yean Cheng; Xiaohan Zhang; Ji Qi 003; Shiyu Huang 001; Bin Xu 001; Yuxiao Dong; Ming Ding 004; Jie Tang 001 (CoRR, 2024)

Soft-QMIX: Integrating Maximum Entropy For Monotonic Value Function Factorization. - Wentse Chen; Shiyu Huang 001; Jeff Schneider (CoRR, 2024)

A Survey on Self-play Methods in Reinforcement Learning. - Ruize Zhang 001; Zelai Xu; Chengdong Ma; Chao Yu 005; Wei-Wei Tu; Shiyu Huang 001; Deheng Ye; Wenbo Ding 001; Yaodong Yang 001; Yu Wang 002 (CoRR, 2024)

CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer. - Zhuoyi Yang; Jiayan Teng; Wendi Zheng; Ming Ding 004; Shiyu Huang 001; Jiazheng Xu; Yuanming Yang; Wenyi Hong; Xiaohan Zhang; Guanyu Feng; Da Yin; Xiaotao Gu; et al. (CoRR, 2024)

CogVLM2: Visual Language Models for Image and Video Understanding. - Wenyi Hong; Weihan Wang; Ming Ding 004; Wenmeng Yu; Qingsong Lv; Yan Wang; Yean Cheng; Shiyu Huang 001; Junhui Ji; Zhao Xue; Lei Zhao; Zhuoyi Yang; et al. (CoRR, 2024)

DreamPolish: Domain Score Distillation With Progressive Geometry Generation. - Yean Cheng; Ziqi Cai; Ming Ding 004; Wendi Zheng; Shiyu Huang 001; Yuxiao Dong; Jie Tang 001; Boxin Shi (CoRR, 2024)

VisionReward: Fine-Grained Multi-Dimensional Human Preference Learning for Image and Video Generation. - Jiazheng Xu; Yu Huang; Jiale Cheng; Yuanming Yang; Jiajun Xu; Yuan Wang; Wenbo Duan; Shen Yang; Qunlin Jin; Shurun Li; Jiayan Teng; Zhuoyi Yang; et al. (CoRR, 2024)

Can LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation? - Leyi Pan; Aiwei Liu; Shiyu Huang 001; Yijian Lu; Xuming Hu; Lijie Wen 001; Irwin King; Philip S. Yu (ACL (1), 2025)

ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models. - Junzhe Chen 001; Tianshu Zhang 002; Shiyu Huang 001; Yuwei Niu; Linfeng Zhang 001; Lijie Wen 001; Xuming Hu (CVPR, 2025)

MotionBench: Benchmarking and Improving Fine-grained Video Motion Understanding for Vision Language Models. - Wenyi Hong; Yean Cheng; Zhuoyi Yang; Weihan Wang; Lefan Wang; Xiaotao Gu; Shiyu Huang 001; Yuxiao Dong; Jie Tang 001 (CVPR, 2025)

CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer. - Zhuoyi Yang; Jiayan Teng; Wendi Zheng; Ming Ding 004; Shiyu Huang 001; Jiazheng Xu; Yuanming Yang; Wenyi Hong; Xiaohan Zhang; Guanyu Feng; Da Yin; Yuxuan Zhang; et al. (ICLR, 2025)

Generalizable Agent Modeling for Agent Collaboration-Competition Adaptation with Multi-Retrieval and Dynamic Generation. - Chenxu Wang; Yonggang Jin; Cheng Hu; Youpeng Zhao; Zipeng Dai; Jian Zhao 018; Shiyu Huang 001; Liuyu Xiang; Junge Zhang; Zhaofeng He (CoRR, 2025)

GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning. - Wenyi Hong; Wenmeng Yu; Xiaotao Gu; Guo Wang; Guobing Gan; Haomiao Tang; Jiale Cheng; Ji Qi 003; Junhui Ji; Lihang Pan; Shuaiqi Duan; Weihan Wang; et al. (CoRR, 2025)