PPaperPicks

Heng Huang

University of Maryland College Park, Department of Computer Science, College Park, MD, USA

66 papers at tracked venues · 53 at CORE A* · active 2024–2025

DBLP profile ↗ORCID 0000-0002-3483-8333 ↗Google Scholar ↗Homepage ↗

Venues

ICLR ×13ICML ×10NeurIPS ×10CVPR ×8ACL ×4ECCV ×4ICCV ×4AAAI ×3EMNLP ×2ICDM ×2MICCAI ×2AISTATS ×1IJCAI ×1InterSpeech ×1USENIX Security ×1

Frequent coauthors

Junfeng Guo
×13
Yihan Wu
×12
Ruibo Chen
×8
Shangqian Gao
×8
Lichang Chen
×8
Zhengmian Hu
×7
Ziyi Chen
×6
Chenxi Liu
×5
Reza Shirkavand
×5
Peiran Yu
×5
Tianyi Zhou
×5
Tom Goldstein
×4

Papers

  1. A Watermark for Auto-Regressive Speech Generation Models
    InterSpeech 2025 ·
    Yihan Wu
    ,
    Ruibo Chen
    ,
    Georgios Milis
    ,
    Junfeng Guo
    , Heng Huang
  2. A Watermark for Order-Agnostic Language Models
    ICLR 2025 ·
    Ruibo Chen
    ,
    Yihan Wu
    ,
    Yanshuo Chen
    ,
    Chenxi Liu
    ,
    Junfeng Guo
    , Heng Huang
  3. ARGUS: Hallucination and Omission Evaluation in Video-LLMs
    ICCV 2025 ·
    Ruchit Rawal
    ,
    Reza Shirkavand
    , Heng Huang,
    Gowthami Somepalli
    ,
    Tom Goldstein
  4. AUDIO WATERMARK: Dynamic and Harmless Watermark for Black-box Voice Dataset Copyright Protection
    USENIX Security 2025 ·
    Hanqing Guo
    ,
    Junfeng Guo
    ,
    Bocheng Chen
    ,
    Yuanda Wang
    ,
    Xun Chen
    , Heng Huang,
    Qiben Yan
    ,
    Li Xiao
  5. Asymmetric Conflict and Synergy in Post-training for LLM-based Multilingual Machine Translation
    ACL 2025 ·
    Tong Zheng
    ,
    Yan Wen
    ,
    Huiwen Bao
    ,
    Junfeng Guo
    , Heng Huang
  6. Bilevel ZOFO: Efficient LLM Fine-Tuning and Meta-Training
    NeurIPS 2025 ·
    Reza Shirkavand
    ,
    Peiran Yu
    ,
    Qi He
    , Heng Huang
  7. Cost-Aware Contrastive Routing for LLMs
    NeurIPS 2025 ·
    Reza Shirkavand
    ,
    Shangqian Gao
    ,
    Peiran Yu
    , Heng Huang
  8. De-mark: Watermark Removal in Large Language Models
    ICML 2025 ·
    Ruibo Chen
    ,
    Yihan Wu
    ,
    Junfeng Guo
    , Heng Huang
  9. Efficient Fine-Tuning and Concept Suppression for Pruned Diffusion Models
    CVPR 2025 ·
    Reza Shirkavand
    ,
    Peiran Yu
    ,
    Shangqian Gao
    ,
    Gowthami Somepalli
    ,
    Tom Goldstein
    , Heng Huang
  10. Escaping Saddle Point Efficiently in Minimax and Bilevel Optimizations
    IJCAI 2025 ·
    Wenhan Xian
    ,
    Feihu Huang
    , Heng Huang
  11. Federated Continuous Category Discovery and Learning
    ICCV 2025 ·
    Lixu Wang
    ,
    Chenxi Liu
    ,
    Junfeng Guo
    ,
    Qingqing Ye
    , Heng Huang,
    Haibo Hu
    ,
    Wei Dong
  12. From Lists to Emojis: How Format Bias Affects Model Alignment
    ACL 2025 ·
    Xuanchang Zhang
    ,
    Wei Xiong
    ,
    Lichang Chen
    ,
    Tianyi Zhou
    , Heng Huang,
    Tong Zhang
  13. GenFlowRL: Shaping Rewards with Generative Object-Centric Flow in Visual Reinforcement Learning
    ICCV 2025 ·
    Kelin Yu
    ,
    Sheng Zhang
    ,
    Harshit Soora
    ,
    Furong Huang
    , Heng Huang,
    Pratap Tokekar
    ,
    Ruohan Gao
  14. Identification of Intermittent Temporal Latent Process
    ICLR 2025 ·
    Yuke Li
    ,
    Yujia Zheng
    ,
    Guangyi Chen
    ,
    Kun Zhang
    , Heng Huang
  15. Improved Unbiased Watermark for Large Language Models
    ACL 2025 ·
    Ruibo Chen
    ,
    Yihan Wu
    ,
    Junfeng Guo
    , Heng Huang
  16. LLaVA-Critic: Learning to Evaluate Multimodal Models
    CVPR 2025 ·
    Tianyi Xiong
    ,
    Xiyao Wang
    ,
    Dong Guo
    ,
    Qinghao Ye
    ,
    Haoqi Fan
    ,
    Quanquan Gu
    , Heng Huang,
    Chunyuan Li
  17. Multi-Modal Deep Clustering Survival Machines for Alzheimer's Disease Subtype Discovery
    ICCV 2025 ·
    Zixuan Wen
    ,
    Bojian Hou
    ,
    Weiqing He
    ,
    Shu Yang
    ,
    Jason H. Moore
    ,
    Andrew J. Saykin
    , Heng Huang,
    Paul M. Thompson
    ,
    Marylyn D. Ritchie
    ,
    Christos Davatzikos
    ,
    Li Shen
  18. Not All Prompts Are Made Equal: Prompt-based Pruning of Text-to-Image Diffusion Models
    ICLR 2025 ·
    Alireza Ganjdanesh
    ,
    Reza Shirkavand
    ,
    Shangqian Gao
    , Heng Huang
  19. OmnixR: Evaluating Omni-modality Language Models on Reasoning across Modalities
    ICLR 2025 ·
    Lichang Chen
    ,
    Hexiang Hu
    ,
    Mingda Zhang
    ,
    Yiwen Chen
    ,
    Zifeng Wang
    ,
    Yandong Li
    ,
    Pranav Shyam
    ,
    Tianyi Zhou
    , Heng Huang,
    Ming-Hsuan Yang
    ,
    Boqing Gong
  20. On the Optimal Construction of Unbiased Gradient Estimators for Zeroth-Order Optimization
    NeurIPS 2025 ·
    Shaocong Ma
    , Heng Huang
  21. Revisiting Convergence: Shuffling Complexity Beyond Lipschitz Smoothness
    ICML 2025 ·
    Qi He
    ,
    Peiran Yu
    ,
    Ziyi Chen
    , Heng Huang
  22. Revisiting Zeroth-Order Optimization: Minimum-Variance Two-Point Estimators and Directionally Aligned Perturbations
    ICLR 2025 ·
    Shaocong Ma
    , Heng Huang
  23. Robust Distortion-Free Watermark for Autoregressive Audio Generation Models
    NeurIPS 2025 ·
    Yihan Wu
    ,
    Georgios Milis
    ,
    Ruibo Chen
    , Heng Huang
  24. Robust Reinforcement Learning in Finance: Modeling Market Impact with Elliptic Uncertainty Sets
    NeurIPS 2025 ·
    Shaocong Ma
    , Heng Huang
  25. Selective Channel-Quality-Guided EEG Denoising for Brain Disorder Prediction
    ICDM 2025 ·
    Yang Du
    ,
    Siyuan Dai
    ,
    Marcus Zhan
    ,
    Guodong Liu
    ,
    Paul M. Thompson
    , Heng Huang,
    Haoteng Tang
  26. SleeperMark: Towards Robust Watermark against Fine-Tuning Text-to-image Diffusion Models
    CVPR 2025 ·
    Zilan Wang
    ,
    Junfeng Guo
    ,
    Jiacheng Zhu
    ,
    Yiming Li
    , Heng Huang,
    Muhao Chen
    ,
    Zhengzhong Tu
  27. Towards Optimal Multi-draft Speculative Decoding
    ICLR 2025 ·
    Zhengmian Hu
    ,
    Tong Zheng
    ,
    Vignesh Viswanathan
    ,
    Ziyi Chen
    ,
    Ryan A. Rossi
    ,
    Yihan Wu
    ,
    Dinesh Manocha
    , Heng Huang
  28. Trustworthy Clinical Thinking in MLLMs: Hierarchical Energy-based Reasoning for interpretable MEdical Scans (HERMES)
    MICCAI 2025 ·
    Florence X. Doo
    ,
    Huiwen Han
    ,
    Bradley A. Maron
    , Heng Huang
  29. Web Intellectual Property at Risk: Preventing Unauthorized Real-Time Retrieval by Large Language Models
    EMNLP 2025 ·
    Yisheng Zhong
    ,
    Yizhu Wen
    ,
    Junfeng Guo
    ,
    Mehran Kafai
    , Heng Huang,
    Hanqing Guo
    ,
    Zhuangdi Zhu
  30. Why Text Prevails: Vision May Undermine Multimodal Medical Decision Making
    ICDM 2025 ·
    Siyuan Dai
    ,
    Lunxiao Li
    ,
    Kun Zhao
    ,
    Eardi Lila
    ,
    Paul K. Crane
    , Heng Huang,
    Dongkuan Xu
    ,
    Haoteng Tang
    ,
    Liang Zhan
  31. A Bayesian Approach to Harnessing the Power of LLMs in Authorship Attribution
    EMNLP 2024 ·
    Zhengmian Hu
    ,
    Tong Zheng
    , Heng Huang
  32. A Resilient and Accessible Distribution-Preserving Watermark for Large Language Models
    ICML 2024 ·
    Yihan Wu
    ,
    Zhengmian Hu
    ,
    Junfeng Guo
    ,
    Hongyang Zhang
    , Heng Huang
  33. A Unified and General Framework for Continual Learning
    ICLR 2024 ·
    Zhenyi Wang
    ,
    Yan Li
    ,
    Li Shen
    , Heng Huang
  34. Accelerated Policy Gradient for s-rectangular Robust MDPs with Large State Spaces
    ICML 2024 ·
    Ziyi Chen
    , Heng Huang
  35. Accelerated Speculative Sampling Based on Tree Monte Carlo
    ICML 2024 ·
    Zhengmian Hu
    , Heng Huang
  36. Adversarial Fairness Network
    AAAI 2024 ·
    Taeuk Jang
    ,
    Xiaoqian Wang
    , Heng Huang
  37. AlpaGasus: Training a Better Alpaca with Fewer Data
    ICLR 2024 ·
    Lichang Chen
    ,
    Shiyang Li
    ,
    Jun Yan
    ,
    Hai Wang
    ,
    Kalpa Gunaratna
    ,
    Vikas Yadav
    ,
    Zheng Tang
    ,
    Vijay Srinivasan
    ,
    Tianyi Zhou
    , Heng Huang,
    Hongxia Jin
  38. Auto- Train-Once: Controller Network Guided Automatic Network Pruning from Scratch
    CVPR 2024 ·
    Xidong Wu
    ,
    Shangqian Gao
    ,
    Zeyu Zhang
    ,
    Zhenzhen Li
    ,
    Runxue Bao
    ,
    Yanfu Zhang
    ,
    Xiaoqian Wang
    , Heng Huang
  39. BilevelPruning: Unified Dynamic and Static Channel Pruning for Convolutional Neural Networks
    CVPR 2024 ·
    Shangqian Gao
    ,
    Yanfu Zhang
    ,
    Feihu Huang
    , Heng Huang
  40. Compressing Image-to-Image Translation GANs Using Local Density Structures on Their Learned Manifold
    AAAI 2024 ·
    Alireza Ganjdanesh
    ,
    Shangqian Gao
    ,
    Hirad Alipanah
    , Heng Huang
  41. Defense against Model Extraction Attack by Bayesian Active Watermarking
    ICML 2024 ·
    Zhenyi Wang
    ,
    Yihan Wu
    , Heng Huang
  42. Delving into the Convergence of Generalized Smooth Minimax Optimization
    ICML 2024 ·
    Wenhan Xian
    ,
    Ziyi Chen
    , Heng Huang
  43. Device-Wise Federated Network Pruning
    CVPR 2024 ·
    Shangqian Gao
    ,
    Junyi Li
    ,
    Zeyu Zhang
    ,
    Yanfu Zhang
    ,
    Weidong Cai
    , Heng Huang
  44. Dropout Enhanced Bilevel Training
    ICLR 2024 ·
    Peiran Yu
    ,
    Junyi Li
    , Heng Huang
  45. FedDA: Faster Adaptive Gradient Methods for Federated Constrained Optimization
    ICLR 2024 ·
    Junyi Li
    ,
    Feihu Huang
    , Heng Huang
  46. Few-Shot Class Incremental Learning with Attention-Aware Self-adaptive Prompt
    ECCV 2024 ·
    Chenxi Liu
    ,
    Zhenyi Wang
    ,
    Tianyi Xiong
    ,
    Ruibo Chen
    ,
    Yihan Wu
    ,
    Junfeng Guo
    , Heng Huang
  47. Inevitable Trade-off between Watermark Strength and Speculative Sampling Efficiency for Language Models
    NeurIPS 2024 ·
    Zhengmian Hu
    , Heng Huang
  48. InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models
    ICML 2024 ·
    Lichang Chen
    ,
    Jiuhai Chen
    ,
    Tom Goldstein
    , Heng Huang,
    Tianyi Zhou
  49. Interpretable Spatio-Temporal Embedding for Brain Structural-Effective Network with Ordinary Differential Equation
    MICCAI 2024 ·
    Haoteng Tang
    ,
    Guodong Liu
    ,
    Siyuan Dai
    ,
    Kai Ye
    ,
    Kun Zhao
    ,
    Wenlu Wang
    ,
    Carl Yang
    ,
    Lifang He
    ,
    Alex D. Leow
    ,
    Paul M. Thompson
    , Heng Huang,
    Liang Zhan
  50. Jointly Training and Pruning CNNs via Learnable Agent Guidance and Alignment
    CVPR 2024 ·
    Alireza Ganjdanesh
    ,
    Shangqian Gao
    , Heng Huang
  51. Learning Sampling Policy to Achieve Fewer Queries for Zeroth-Order Optimization
    AISTATS 2024 ·
    Zhou Zhai
    ,
    Wanli Shi
    , Heng Huang,
    Yi Chang
    ,
    Bin Gu
  52. Mixture of Efficient Diffusion Experts Through Automatic Interval and Sub-network Selection
    ECCV 2024 ·
    Alireza Ganjdanesh
    ,
    Yan Kang
    ,
    Yuchen Liu
    ,
    Richard Zhang
    ,
    Zhe Lin
    , Heng Huang
  53. Model Sensitivity Aware Continual Learning
    NeurIPS 2024 ·
    Zhenyi Wang
    , Heng Huang
  54. ODIN: Disentangled Reward Mitigates Hacking in RLHF
    ICML 2024 ·
    Lichang Chen
    ,
    Chen Zhu
    ,
    Jiuhai Chen
    ,
    Davit Soselia
    ,
    Tianyi Zhou
    ,
    Tom Goldstein
    , Heng Huang,
    Mohammad Shoeybi
    ,
    Bryan Catanzaro
  55. On the Hardness of Constrained Cooperative Multi-Agent Reinforcement Learning
    ICLR 2024 ·
    Ziyi Chen
    ,
    Yi Zhou
    , Heng Huang
  56. On the Role of Server Momentum in Federated Learning
    AAAI 2024 ·
    Jianhui Sun
    ,
    Xidong Wu
    , Heng Huang,
    Aidong Zhang
  57. Prompting Language-Informed Distribution for Compositional Zero-Shot Learning
    ECCV 2024 ·
    Wentao Bao
    ,
    Lichang Chen
    , Heng Huang,
    Yu Kong
  58. Provably Faster Algorithms for Bilevel Optimization via Without-Replacement Sampling
    NeurIPS 2024 ·
    Junyi Li
    , Heng Huang
  59. Retrieval Across Any Domains via Large-scale Pre-trained Model
    ICML 2024 ·
    Jiexi Yan
    ,
    Zhihui Yin
    ,
    Chenghao Xu
    ,
    Cheng Deng
    , Heng Huang
  60. Revisiting Adaptive Cellular Recognition Under Domain Shifts: A Contextual Correspondence View
    ECCV 2024 ·
    Jianan Fan
    ,
    Dongnan Liu
    ,
    Canran Li
    ,
    Hang Chang
    , Heng Huang,
    Filip Braet
    ,
    Mei Chen
    ,
    Tom Weidong Cai
  61. Robust Reinforcement Learning with General Utility
    NeurIPS 2024 ·
    Ziyi Chen
    ,
    Yan Wen
    ,
    Zhengmian Hu
    , Heng Huang
  62. Seeing Unseen: Discover Novel Biomedical Concepts via Geometry-Constrained Probabilistic Modeling
    CVPR 2024 ·
    Jianan Fan
    ,
    Dongnan Liu
    ,
    Hang Chang
    , Heng Huang,
    Mei Chen
    ,
    Weidong Cai
  63. Towards Green AI in Fine-tuning Large Language Models via Adaptive Backpropagation
    ICLR 2024 ·
    Kai Huang
    ,
    Hanyun Yin
    , Heng Huang,
    Wei Gao
  64. Unbiased Watermark for Large Language Models
    ICLR 2024 ·
    Zhengmian Hu
    ,
    Lichang Chen
    ,
    Xidong Wu
    ,
    Yihan Wu
    ,
    Hongyang Zhang
    , Heng Huang
  65. Your Vision-Language Model Itself Is a Strong Filter: Towards High-Quality Instruction Tuning with Data Selection
    ACL 2024 ·
    Ruibo Chen
    ,
    Yihan Wu
    ,
    Lichang Chen
    ,
    Guodong Liu
    ,
    Qi He
    ,
    Tianyi Xiong
    ,
    Chenxi Liu
    ,
    Junfeng Guo
    , Heng Huang
  66. ZeroMark: Towards Dataset Ownership Verification without Disclosing Watermark
    NeurIPS 2024 ·
    Junfeng Guo
    ,
    Yiming Li
    ,
    Ruibo Chen
    ,
    Yihan Wu
    ,
    Chenxi Liu
    , Heng Huang