PPaperPicks

Tianlong Chen

University of North Carolina at Chapel Hill, Department of Computer Science, Chapel Hill, NC, USA

91 papers at tracked venues · 66 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0001-7774-8197 ↗Google Scholar ↗Homepage ↗

Venues

ACL ×15EMNLP ×14AAAI ×13ICML ×10NeurIPS ×10ICLR ×8NAACL ×5CVPR ×3SIGKDD ×3ECCV ×2S&P ×2CIKM ×1EACL ×1ICCV ×1SDM ×1WSDM ×1WWW ×1

Frequent coauthors

Zhen Tan
×25
Xinyu Zhao
×15
Jie Peng
×15
Pingzhi Li
×13
Sukwon Yun
×12
Huan Liu
×11
Song Wang
×9
Kaidi Xu
×8
Kaixiong Zhou
×7
Kun Wang
×6
Yu Cheng
×6
Zhangyang Wang
×6

Papers

  1. COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees
    AAAI 2026 ·
    Zhiyuan Wang
    ,
    Jinhao Duan
    ,
    Qingni Wang
    ,
    Xiaofeng Zhu
    , Tianlong Chen,
    Xiaoshuang Shi
    ,
    Kaidi Xu
  2. Demystify the Role of Memory in Machine Learning Engineering Agents
    ACL 2026 ·
    Xinyu Zhao
    ,
    Junpeng Wang
    ,
    Yuzhong Chen
    ,
    Menghai Pan
    ,
    Chin-Chia Michael Yeh
    ,
    Jiarui Sun
    ,
    Yan Zheng
    ,
    Mahashweta Das
    , Tianlong Chen
  3. Dialogue is Better Than Monologue: Instructing Meidcal LLMs via Strategic Conversations
    EACL 2026 ·
    Zijie Liu
    ,
    Xinyu Zhao
    ,
    Jie Peng
    ,
    Jinhao Duan
    ,
    Zhuangdi Zhu
    ,
    Qingyu Chen
    ,
    Kaidi Xu
    ,
    Xia Hu
    , Tianlong Chen
  4. Explaining the 'Unexplainable' Large Language Models
    WSDM 2026 ·
    Zhen Tan
    ,
    Song Wang
    , Tianlong Chen,
    Jing Ma
    ,
    Jundong Li
    ,
    Huan Liu
  5. GDDRHammer: Greatly Disturbing DRAM Rows - Cross-Component Rowhammer Attacks From Modern GPUs
    S&P 2026 ·
    Yichang Hu
    ,
    Noah Brown
    ,
    Yuhang Chen
    ,
    Joshua Bakita
    , Tianlong Chen,
    Daniel Genkin
    ,
    Andrew Kwong
  6. Keytar: Practical Keystroke Timing Attacks and Input Reconstruction
    S&P 2026 ·
    Mufan Qiu
    ,
    Lihsuan Chuang
    ,
    Dohhyun Kim
    ,
    Huaizhi Qu
    , Tianlong Chen,
    Andrew Kwong
  7. Learning Flexible Large Multimodal Models with Arbitrary Modality Combinations
    ACL 2026 ·
    Xinyu Zhao
    ,
    Kangqi Ni
    ,
    Jie Peng
    ,
    Ang Li
    , Tianlong Chen
  8. Metacognitive Self-Correction for Multi-Agent System via Prototype-Guided Next-Execution Reconstruction
    ACL 2026 ·
    Xu Shen
    ,
    Qi Zhang
    ,
    Song Wang
    ,
    Zhen Tan
    ,
    Xinyu Zhao
    ,
    Laura Yao
    ,
    Vaishnav Tadiparthi
    ,
    Hossein Nourkhiz Mahjoub
    ,
    Ehsan Moradi-Pari
    ,
    Kwonjoon Lee
    , Tianlong Chen
  9. Model Editing as a Double-Edged Sword: Steering Agent Behavior Toward Beneficence or Harm
    AAAI 2026 ·
    Baixiang Huang
    ,
    Zhen Tan
    ,
    Haoran Wang
    ,
    Zijie Liu
    ,
    Dawei Li
    ,
    Ali Payani
    ,
    Huan Liu
    , Tianlong Chen,
    Kai Shu
  10. OR-R1: Automating Modeling and Solving of Operations Research Optimization Problem via Test-Time Reinforcement Learning
    AAAI 2026 ·
    Zezhen Ding
    ,
    Zhen Tan
    ,
    Jiheng Zhang
    , Tianlong Chen
  11. ReasonRec: A Reasoning-Augmented Multimodal Agent for Unified Recommendation
    ACL 2026 ·
    Yihua Zhang
    ,
    Mingfu Liang
    ,
    Jiyan Yang
    ,
    Rong Jin
    ,
    Wen-Yen Chen
    ,
    Yiping Han
    ,
    Huayu Li
    ,
    Buyun Zhang
    ,
    Liang Luo
    ,
    Luke Simon
    ,
    Sijia Liu
    , Tianlong Chen,
    Xi Liu
  12. The Adaptive Interrogator: Detecting Trojan LLMs in Multi-Agent Systems via Evolved Conversational Strategies
    ACL 2026 ·
    Rana Muhammad Shahroz Khan
    ,
    Ruichen Zhang
    ,
    Zhen Tan
    ,
    Charles Fleming
    , Tianlong Chen
  13. Vulnerability-Aware Robust Multimodal Adversarial Training
    AAAI 2026 ·
    Junrui Zhang
    ,
    Xinyu Zhao
    ,
    Jie Peng
    ,
    Chenjie Wang
    ,
    Jianmin Ji
    , Tianlong Chen
  14. <tt>BetaConform</tt>: Efficient MAP Estimation of LLM Ensemble Judgment Performance with Prior Transfer
    NeurIPS 2025 ·
    Huaizhi Qu
    ,
    Inyoung Choi
    ,
    Zhen Tan
    ,
    Song Wang
    ,
    Sukwon Yun
    ,
    Qi Long
    ,
    Faizan Siddiqui
    ,
    Kwonjoon Lee
    , Tianlong Chen
  15. A Survey on Trustworthy LLM Agents: Threats and Countermeasures
    SIGKDD 2025 ·
    Miao Yu
    ,
    Fanci Meng
    ,
    Xinyun Zhou
    ,
    Shilong Wang
    ,
    Junyuan Mao
    ,
    Linsey Pang
    , Tianlong Chen,
    Kun Wang
    ,
    Xinfeng Li
    ,
    Yongfeng Zhang
    ,
    Bo An
    ,
    Qingsong Wen
  16. Adapt-∞: Scalable Continual Multimodal Instruction Tuning via Dynamic Data Selection
    ICLR 2025 ·
    Adyasha Maharana
    ,
    Jaehong Yoon
    , Tianlong Chen,
    Mohit Bansal
  17. Advancing MoE Efficiency: A Collaboration-Constrained Routing (C2R) Strategy for Better Expert Parallelism Design
    NAACL 2025 ·
    Mohan Zhang
    ,
    Pingzhi Li
    ,
    Jie Peng
    ,
    Mufan Qiu
    , Tianlong Chen
  18. Agents Under Siege: Breaking Pragmatic Multi-Agent LLM Systems with Optimized Prompt Attacks
    ACL 2025 ·
    Rana Muhammad Shahroz
    ,
    Zhen Tan
    ,
    Sukwon Yun
    ,
    Charles Fleming
    , Tianlong Chen
  19. AnyMAC: Cascading Flexible Multi-Agent Collaboration via Next-Agent Prediction
    EMNLP 2025 ·
    Song Wang
    ,
    Zhen Tan
    ,
    Zihan Chen
    ,
    Shuang Zhou
    , Tianlong Chen,
    Jundong Li
  20. BPO: Towards Balanced Preference Optimization between Knowledge Breadth and Depth in Alignment
    NAACL 2025 ·
    Sizhe Wang
    ,
    Yongqi Tong
    ,
    Hengyuan Zhang
    ,
    Dawei Li
    ,
    Xin Zhang
    , Tianlong Chen
  21. Bag of Tricks for Sparse Mixture-of-Experts: A Benchmark Across Reasoning, Efficiency, and Safety
    EMNLP 2025 ·
    Mufan Qiu
    ,
    Zheyu Shen
    ,
    Pingzhi Li
    ,
    Ang Li
    , Tianlong Chen
  22. Bit-Flip Error Resilience in LLMs: A Comprehensive Analysis and Defense Framework
    EMNLP 2025 ·
    Yuhang Chen
    ,
    Zhen Tan
    ,
    Ajay Kumar Jaiswal
    ,
    Huaizhi Qu
    ,
    Xinyu Zhao
    ,
    Qi Lin
    ,
    Yu Cheng
    ,
    Andrew Kwong
    ,
    Zhichao Cao
    , Tianlong Chen
  23. BrainMAP: Learning Multiple Activation Pathways in Brain Networks
    AAAI 2025 ·
    Song Wang
    ,
    Zhenyu Lei
    ,
    Zhen Tan
    ,
    Jiaqi Ding
    ,
    Xinyu Zhao
    ,
    Yushun Dong
    ,
    Guorong Wu
    , Tianlong Chen,
    Chen Chen
    ,
    Aiying Zhang
    ,
    Jundong Li
  24. BrainMoE: Cognition Joint Embedding via Mixture-of-Expert Towards Robust Brain Foundation Model
    NeurIPS 2025 ·
    Ziquan Wei
    ,
    Tingting Dan
    , Tianlong Chen,
    Guorong Wu
  25. Breaking the Resource Monopoly from Industries: Sustainable and Reliable LLM Serving by Recycling Outdated and Resource-Constrained GPUs
    AAAI 2025 · Tianlong Chen
  26. Composable Interventions for Language Models
    ICLR 2025 ·
    Arinbjörn Kolbeinsson
    ,
    Kyle O'Brien
    ,
    Tianjin Huang
    ,
    Shanghua Gao
    ,
    Shiwei Liu
    ,
    Jonathan Richard Schwarz
    ,
    Anurag Jayant Vaidya
    ,
    Faisal Mahmood
    ,
    Marinka Zitnik
    , Tianlong Chen,
    Thomas Hartvigsen
  27. Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems
    ICLR 2025 ·
    Guibin Zhang
    ,
    Yanwei Yue
    ,
    Zhixun Li
    ,
    Sukwon Yun
    ,
    Guancheng Wan
    ,
    Kun Wang
    ,
    Dawei Cheng
    ,
    Jeffrey Xu Yu
    , Tianlong Chen
  28. DLF: Disentangled-Language-Focused Multimodal Sentiment Analysis
    AAAI 2025 ·
    Pan Wang
    ,
    Qiang Zhou
    ,
    Yawen Wu
    , Tianlong Chen,
    Jingtong Hu
  29. EQA-RM: A Generative Embodied Reward Model with Test-time Scaling
    EMNLP 2025 ·
    Yuhang Chen
    ,
    Zhen Tan
    , Tianlong Chen
  30. Evaluating topological fitness of human brain-inspired sub-circuits in Echo State Networks
    AAAI 2025 ·
    Bach V. Nguyen
    , Tianlong Chen,
    Shu Yang
    ,
    Bojian Hou
    ,
    Li Shen
    ,
    Duy Duong-Tran
  31. FIER: Fine-Grained and Efficient KV Cache Retrieval for Long-context LLM Inference
    EMNLP 2025 ·
    Dongwei Wang
    ,
    Zijie Liu
    ,
    Song Wang
    ,
    Yuxin Ren
    ,
    Jianing Deng
    ,
    Jingtong Hu
    , Tianlong Chen,
    Huanrui Yang
  32. G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks
    ICML 2025 ·
    Guibin Zhang
    ,
    Yanwei Yue
    ,
    Xiangguo Sun
    ,
    Guancheng Wan
    ,
    Miao Yu
    ,
    Junfeng Fang
    ,
    Kun Wang
    , Tianlong Chen,
    Dawei Cheng
  33. GRNFormer: A Biologically-Guided Framework for Integrating Gene Regulatory Networks into RNA Foundation Models
    ACL 2025 ·
    Mufan Qiu
    ,
    Xinyu Hu
    ,
    Fengwei Zhan
    ,
    Sukwon Yun
    ,
    Jie Peng
    ,
    Ruichen Zhang
    ,
    Bhavya Kailkhura
    ,
    Jiekun Yang
    , Tianlong Chen
  34. Glider: Global and Local Instruction-Driven Expert Router
    EMNLP 2025 ·
    Pingzhi Li
    ,
    Prateek Yadav
    ,
    Jaehong Yoon
    ,
    Jie Peng
    ,
    Yi-Lin Sung
    ,
    Mohit Bansal
    , Tianlong Chen
  35. Graph Sparsification via Mixture of Graphs
    ICLR 2025 ·
    Guibin Zhang
    ,
    Xiangguo Sun
    ,
    Yanwei Yue
    ,
    Chonghe Jiang
    ,
    Kun Wang
    , Tianlong Chen,
    Shirui Pan
  36. GraphRCG: Self-Conditioned Graph Generation
    CIKM 2025 ·
    Song Wang
    ,
    Zhen Tan
    ,
    Xinyu Zhao
    , Tianlong Chen,
    Huan Liu
    ,
    Jundong Li
  37. GuideLLM: Exploring LLM-Guided Conversation with Applications in Autobiography Interviewing
    NAACL 2025 ·
    Jinhao Duan
    ,
    Xinyu Zhao
    ,
    Zhuoxuan Zhang
    ,
    Eunhye Grace Ko
    ,
    Lily Boddy
    ,
    Chenan Wang
    ,
    Tianhao Li
    ,
    Alexander Rasgon
    ,
    Junyuan Hong
    ,
    Min Kyung Lee
    ,
    Chenxi Yuan
    ,
    Qi Long
    ,
    Ying Ding
    , Tianlong Chen,
    Kaidi Xu
  38. I2MoE: Interpretable Multimodal Interaction-aware Mixture-of-Experts
    ICML 2025 ·
    Jiayi Xin
    ,
    Sukwon Yun
    ,
    Jie Peng
    ,
    Inyoung Choi
    ,
    Jenna L. Ballard
    , Tianlong Chen,
    Qi Long
  39. In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue Agents
    ACL 2025 ·
    Zhen Tan
    ,
    Jun Yan
    ,
    I-Hung Hsu
    ,
    Rujun Han
    ,
    Zifeng Wang
    ,
    Long T. Le
    ,
    Yiwen Song
    ,
    Yanfei Chen
    ,
    Hamid Palangi
    ,
    George Lee
    ,
    Anand Rajan Iyer
    , Tianlong Chen,
    Huan Liu
    ,
    Chen-Yu Lee
    ,
    Tomas Pfister
  40. IndustryEQA: Pushing the Frontiers of Embodied Question Answering in Industrial Scenarios
    NeurIPS 2025 ·
    Yifan Li
    ,
    Yuhang Chen
    ,
    Anh Dao
    ,
    Lichi Li
    ,
    Zhongyi Cai
    ,
    Zhen Tan
    , Tianlong Chen,
    Yu Kong
  41. Layer-Level Self-Exposure and Patch: Affirmative Token Mitigation for Jailbreak Attack Defense
    NAACL 2025 ·
    Yang Ouyang
    ,
    Hengrui Gu
    ,
    Shuhang Lin
    ,
    Wenyue Hua
    ,
    Jie Peng
    ,
    Bhavya Kailkhura
    ,
    Meijun Gao
    , Tianlong Chen,
    Kaixiong Zhou
  42. Mapping from Meaning: Addressing the Miscalibration of Prompt-Sensitive Language Models
    AAAI 2025 ·
    Kyle Cox
    ,
    Jiawei Xu
    ,
    Yikun Han
    ,
    Rong Xu
    ,
    Tianhao Li
    ,
    Chi-Yang Hsu
    , Tianlong Chen,
    Walter Gerych
    ,
    Ying Ding
  43. MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models
    EMNLP 2025 ·
    Shrey Pandit
    ,
    Jiawei Xu
    ,
    Junyuan Hong
    ,
    Zhangyang Wang
    , Tianlong Chen,
    Kaidi Xu
    ,
    Ying Ding
  44. MerRec: A Large-scale Multipurpose Mercari Dataset for Consumer-to-Consumer Recommendation Systems
    SIGKDD 2025 ·
    Lichi Li
    ,
    Zain ul Abi Din
    ,
    Zhen Tan
    ,
    Sam London
    , Tianlong Chen,
    Ajay H. Daptardar
  45. Modalities Contribute Unequally: Enhancing Medical Multi-modal Learning through Adaptive Modality Token Re-balancing
    ICML 2025 ·
    Jie Peng
    ,
    Jenna L. Ballard
    ,
    Mohan Zhang
    ,
    Sukwon Yun
    ,
    Jiayi Xin
    ,
    Qi Long
    ,
    Yanyong Zhang
    , Tianlong Chen
  46. Mozart: Modularized and Efficient MoE Training on 3.5D Wafer-Scale Chiplet Architectures
    NeurIPS 2025 ·
    Shuqing Luo
    ,
    Ye Han
    ,
    Pingzhi Li
    ,
    Jiayin Qin
    ,
    Jie Peng
    ,
    Yang Zhao
    ,
    Yu Cao
    , Tianlong Chen
  47. Multi-Agent Debate for LLM Judges with Adaptive Stability Detection
    NeurIPS 2025 ·
    Tianyu Hu
    ,
    Zhen Tan
    ,
    Song Wang
    ,
    Huaizhi Qu
    , Tianlong Chen
  48. ORAL: Prompting Your Large-Scale LoRAs via Conditional Recurrent Diffusion
    EMNLP 2025 ·
    Rana Muhammad Shahroz
    ,
    Dongwen Tang
    ,
    Pingzhi Li
    ,
    Kai Wang
    , Tianlong Chen
  49. Occult: Optimizing Collaborative Communications across Experts for Accelerated Parallel MoE Training and Inference
    ICML 2025 ·
    Shuqing Luo
    ,
    Pingzhi Li
    ,
    Jie Peng
    ,
    Yang Zhao
    ,
    Yu Cao
    ,
    Yu Cheng
    , Tianlong Chen
  50. Oldie but Goodie: Re-illuminating Label Propagation on Graphs with Partially Observed Features
    SIGKDD 2025 ·
    Sukwon Yun
    ,
    Xin Liu
    ,
    Yunhak Oh
    ,
    Junseok Lee
    , Tianlong Chen,
    Tsuyoshi Murata
    ,
    Chanyoung Park
  51. One Token Embedding Is Enough to Deadlock Your Large Reasoning Model
    NeurIPS 2025 ·
    Mohan Zhang
    ,
    Yihua Zhang
    ,
    Jinghan Jia
    ,
    Zhangyang (Atlas) Wang
    ,
    Sijia Liu
    , Tianlong Chen
  52. PortLLM: Personalizing Evolving Large Language Models with Training-Free and Portable Model Patches
    ICLR 2025 ·
    Rana Muhammad Shahroz
    ,
    Pingzhi Li
    ,
    Sukwon Yun
    ,
    Zhenyu Wang
    ,
    Shahriar Nirjon
    ,
    Chau-Wai Wong
    , Tianlong Chen
  53. Proactive Privacy Amnesia for Large Language Models: Safeguarding PII with Negligible Impact on Model Utility
    ICLR 2025 ·
    Martin Kuo
    ,
    Jingyang Zhang
    ,
    Jianyi Zhang
    ,
    Minxue Tang
    ,
    Louis DiValentin
    ,
    Aolin Ding
    ,
    Jingwei Sun
    ,
    William Chen
    ,
    Amin Hass
    , Tianlong Chen,
    Yiran Chen
    ,
    Hai Li
  54. Protecting Privacy against Membership Inference Attack with LLM Fine-tuning through Flatness
    SDM 2025 ·
    Tiejin Chen
    ,
    Longchao Da
    ,
    Huixue Zhou
    ,
    Pingzhi Li
    ,
    Kaixiong Zhou
    , Tianlong Chen,
    Hua Wei
  55. SCALE: Towards Collaborative Content Analysis in Social Science with Large Language Model Agents and Human Intervention
    ACL 2025 ·
    Chengshuai Zhao
    ,
    Zhen Tan
    ,
    Chau-Wai Wong
    ,
    Xinyan Zhao
    , Tianlong Chen,
    Huan Liu
  56. SConU: Selective Conformal Uncertainty in Large Language Models
    ACL 2025 ·
    Zhiyuan Wang
    ,
    Qingni Wang
    ,
    Yue Zhang
    , Tianlong Chen,
    Xiaofeng Zhu
    ,
    Xiaoshuang Shi
    ,
    Kaidi Xu
  57. Sparse Transfer Learning Accelerates and Enhances Certified Robustness: A Comprehensive Study
    AAAI 2025 ·
    Zhangheng Li
    , Tianlong Chen,
    Linyi Li
    ,
    Bo Li
    ,
    Zhangyang Wang
  58. Spatial Coordinates as a Cell Language: A Multi-Sentence Framework for Imaging Mass Cytometry Analysis
    ACL 2025 ·
    Chi-Jane Chen
    ,
    Yuhang Chen
    ,
    Sukwon Yun
    ,
    Natalie Stanley
    , Tianlong Chen
  59. Task-Aware Resolution Optimization for Visual Large Language Models
    EMNLP 2025 ·
    Weiqing Luo
    ,
    Zhen Tan
    ,
    Yifan Li
    ,
    Xinyu Zhao
    ,
    Kwonjoon Lee
    ,
    Behzad Dariush
    , Tianlong Chen
  60. The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit
    ACL 2025 ·
    Huixue Zhou
    ,
    Hengrui Gu
    ,
    Zaifu Zhan
    ,
    Xi Liu
    ,
    Kaixiong Zhou
    ,
    Yongkang Xiao
    ,
    Mingfu Liang
    ,
    Srinivas Prasad Govindan
    ,
    Piyush Chawla
    ,
    Jiyan Yang
    ,
    Xiangfei Meng
    ,
    Huayu Li
    ,
    Buyun Zhang
    ,
    Liang Luo
    ,
    Wen-Yen Chen
    ,
    Yiping Han
    ,
    Bo Long
    ,
    Rui Zhang
    , Tianlong Chen
  61. Towards Stabilized and Efficient Diffusion Transformers Through Long-Skip-Connections With Spectral Constraints
    ICCV 2025 ·
    Guanjie Chen
    ,
    Xinyu Zhao
    ,
    Yucheng Zhou
    ,
    Xiaoye Qu
    , Tianlong Chen,
    Yu Cheng
  62. Tuning-Free Accountable Intervention for LLM Deployment - a Metacognitive Approach
    AAAI 2025 ·
    Zhen Tan
    ,
    Jie Peng
    ,
    Song Wang
    ,
    Lijie Hu
    , Tianlong Chen,
    Huan Liu
  63. UQ-Merge: Uncertainty Guided Multimodal Large Language Model Merging
    ACL 2025 ·
    Huaizhi Qu
    ,
    Xinyu Zhao
    ,
    Jie Peng
    ,
    Kwonjoon Lee
    ,
    Behzad Dariush
    , Tianlong Chen
  64. Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges
    ACL 2025 ·
    Tiejin Chen
    ,
    Pingzhi Li
    ,
    Kaixiong Zhou
    , Tianlong Chen,
    Hua Wei
  65. Vision Language Model Helps Private Information De-Identification in Vision Data
    ACL 2025 ·
    Tiejin Chen
    ,
    Pingzhi Li
    ,
    Kaixiong Zhou
    , Tianlong Chen,
    Hua Wei
  66. Visual Prompting Upgrades Neural Network Sparsification: A Data-Model Perspective
    AAAI 2025 ·
    Can Jin
    ,
    Tianjin Huang
    ,
    Yihua Zhang
    ,
    Mykola Pechenizkiy
    ,
    Sijia Liu
    ,
    Shiwei Liu
    , Tianlong Chen
  67. Window Token Concatenation for Efficient Visual Large Language Models
    CVPR 2025 ·
    Yifan Li
    ,
    Wentao Bao
    ,
    Botao Ye
    ,
    Zhen Tan
    , Tianlong Chen,
    Huan Liu
    ,
    Yu Kong
  68. Cross-Lingual Multi-Hop Knowledge Editing
    EMNLP 2024 ·
    Aditi Khandelwal
    ,
    Harman Singh
    ,
    Hengrui Gu
    , Tianlong Chen,
    Kaixiong Zhou
  69. DALK: Dynamic Co-Augmentation of LLMs and KG to answer Alzheimer's Disease Questions with Scientific Literature
    EMNLP 2024 ·
    Dawei Li
    ,
    Shu Yang
    ,
    Zhen Tan
    ,
    Jae Young Baik
    ,
    Sukwon Yun
    ,
    Joseph Lee
    ,
    Aaron Chacko
    ,
    Bojian Hou
    ,
    Duy Duong-Tran
    ,
    Ying Ding
    ,
    Huan Liu
    ,
    Li Shen
    , Tianlong Chen
  70. Evolution-Inspired Loss Functions for Protein Representation Learning
    ICML 2024 ·
    Chengyue Gong
    ,
    Adam R. Klivans
    ,
    James Loy
    , Tianlong Chen,
    Qiang Liu
    ,
    Daniel Jesus Diaz
  71. FFN-SkipLLM: A Hidden Gem for Autoregressive Decoding with Adaptive Feed Forward Skipping
    EMNLP 2024 ·
    Ajay Jaiswal
    ,
    Bodun Hu
    ,
    Lu Yin
    ,
    Yeonju Ro
    , Tianlong Chen,
    Shiwei Liu
    ,
    Aditya Akella
  72. Facial Affective Behavior Analysis with Instruction Tuning
    ECCV 2024 ·
    Yifan Li
    ,
    Anh Dao
    ,
    Wentao Bao
    ,
    Zhen Tan
    , Tianlong Chen,
    Huan Liu
    ,
    Yu Kong
  73. Flex-MoE: Modeling Arbitrary Modality Combination via the Flexible Mixture-of-Experts
    NeurIPS 2024 ·
    Sukwon Yun
    ,
    Inyoung Choi
    ,
    Jie Peng
    ,
    Yangfan Wu
    ,
    Jingxuan Bao
    ,
    Qiyiwen Zhang
    ,
    Jiayi Xin
    ,
    Qi Long
    , Tianlong Chen
  74. GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning
    NeurIPS 2024 ·
    Guibin Zhang
    ,
    Haonan Dong
    ,
    Yuchen Zhang
    ,
    Zhixun Li
    ,
    Dingshuo Chen
    ,
    Kai Wang
    , Tianlong Chen,
    Yuxuan Liang
    ,
    Dawei Cheng
    ,
    Kun Wang
  75. GTBench: Uncovering the Strategic Reasoning Capabilities of LLMs via Game-Theoretic Evaluations
    NeurIPS 2024 ·
    Jinhao Duan
    ,
    Renming Zhang
    ,
    James Diffenderfer
    ,
    Bhavya Kailkhura
    ,
    Lichao Sun
    ,
    Elias Stengel-Eskin
    ,
    Mohit Bansal
    , Tianlong Chen,
    Kaidi Xu
  76. Glue pizza and eat rocks - Exploiting Vulnerabilities in Retrieval-Augmented Generative Models
    EMNLP 2024 ·
    Zhen Tan
    ,
    Chengshuai Zhao
    ,
    Raha Moraffah
    ,
    Yifan Li
    ,
    Song Wang
    ,
    Jundong Li
    , Tianlong Chen,
    Huan Liu
  77. Is C4 Dataset Optimal for Pruning? An Investigation of Calibration Data for LLM Pruning
    EMNLP 2024 ·
    Abhinav Bandari
    ,
    Lu Yin
    ,
    Cheng-Yu Hsieh
    ,
    Ajay Jaiswal
    , Tianlong Chen,
    Li Shen
    ,
    Ranjay Krishna
    ,
    Shiwei Liu
  78. Merge, Then Compress: Demystify Efficient SMoE with Hints from Its Routing Policy
    ICLR 2024 ·
    Pingzhi Li
    ,
    Zhenyu Zhang
    ,
    Prateek Yadav
    ,
    Yi-Lin Sung
    ,
    Yu Cheng
    ,
    Mohit Bansal
    , Tianlong Chen
  79. Mew: Multiplexed Immunofluorescence Image Analysis Through an Efficient Multiplex Network
    ECCV 2024 ·
    Sukwon Yun
    ,
    Jie Peng
    ,
    Alexandro E. Trevino
    ,
    Chanyoung Park
    , Tianlong Chen
  80. MoE-RBench: Towards Building Reliable Language Models with Sparse Mixture-of-Experts
    ICML 2024 ·
    Guanjie Chen
    ,
    Xinyu Zhao
    , Tianlong Chen,
    Yu Cheng
  81. Model-GLUE: Democratized LLM Scaling for A Large Model Zoo in the Wild
    NeurIPS 2024 ·
    Xinyu Zhao
    ,
    Guoheng Sun
    ,
    Ruisi Cai
    ,
    Yukun Zhou
    ,
    Pingzhi Li
    ,
    Peihao Wang
    ,
    Bowen Tan
    ,
    Yexiao He
    ,
    Li Chen
    ,
    Yi Liang
    ,
    Beidi Chen
    ,
    Binhang Yuan
    ,
    Hongyi Wang
    ,
    Ang Li
    ,
    Zhangyang Wang
    , Tianlong Chen
  82. Molecular Data Programming: Towards Molecule Pseudo-labeling with Systematic Weak Supervision
    CVPR 2024 ·
    Xin Juan
    ,
    Kaixiong Zhou
    ,
    Ninghao Liu
    , Tianlong Chen,
    Xin Wang
  83. Position: TrustLLM: Trustworthiness in Large Language Models
    ICML 2024 ·
    Yue Huang
    ,
    Lichao Sun
    ,
    Haoran Wang
    ,
    Siyuan Wu
    ,
    Qihui Zhang
    ,
    Yuan Li
    ,
    Chujie Gao
    ,
    Yixin Huang
    ,
    Wenhan Lyu
    ,
    Yixuan Zhang
    ,
    Xiner Li
    ,
    Hanchi Sun
    ,
    Zhengliang Liu
    ,
    Yixin Liu
    ,
    Yijue Wang
    ,
    Zhikun Zhang
    ,
    Bertie Vidgen
    ,
    Bhavya Kailkhura
    ,
    Caiming Xiong
    ,
    Chaowei Xiao
    ,
    Chunyuan Li
    ,
    Eric P. Xing
    ,
    Furong Huang
    ,
    Hao Liu
    ,
    Heng Ji
    ,
    Hongyi Wang
    ,
    Huan Zhang
    ,
    Huaxiu Yao
    ,
    Manolis Kellis
    ,
    Marinka Zitnik
    ,
    Meng Jiang
    ,
    Mohit Bansal
    ,
    James Zou
    ,
    Jian Pei
    ,
    Jian Liu
    ,
    Jianfeng Gao
    ,
    Jiawei Han
    ,
    Jieyu Zhao
    ,
    Jiliang Tang
    ,
    Jindong Wang
    ,
    Joaquin Vanschoren
    ,
    John C. Mitchell
    ,
    Kai Shu
    ,
    Kaidi Xu
    ,
    Kai-Wei Chang
    ,
    Lifang He
    ,
    Lifu Huang
    ,
    Michael Backes
    ,
    Neil Zhenqiang Gong
    ,
    Philip S. Yu
    ,
    Pin-Yu Chen
    ,
    Quanquan Gu
    ,
    Ran Xu
    ,
    Rex Ying
    ,
    Shuiwang Ji
    ,
    Suman Jana
    , Tianlong Chen,
    Tianming Liu
    ,
    Tianyi Zhou
    ,
    William Wang
    ,
    Xiang Li
    ,
    Xiangliang Zhang
    ,
    Xiao Wang
    ,
    Xing Xie
    ,
    Xun Chen
    ,
    Xuyu Wang
    ,
    Yan Liu
    ,
    Yanfang Ye
    ,
    Yinzhi Cao
    ,
    Yong Chen
    ,
    Yue Zhao
  84. ReTA: Recursively Thinking Ahead to Improve the Strategic Reasoning of Large Language Models
    NAACL 2024 ·
    Jinhao Duan
    ,
    Shiqi Wang
    ,
    James Diffenderfer
    ,
    Lichao Sun
    , Tianlong Chen,
    Bhavya Kailkhura
    ,
    Kaidi Xu
  85. Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark
    ICML 2024 ·
    Yihua Zhang
    ,
    Pingzhi Li
    ,
    Junyuan Hong
    ,
    Jiaxiang Li
    ,
    Yimeng Zhang
    ,
    Wenqing Zheng
    ,
    Pin-Yu Chen
    ,
    Jason D. Lee
    ,
    Wotao Yin
    ,
    Mingyi Hong
    ,
    Zhangyang Wang
    ,
    Sijia Liu
    , Tianlong Chen
  86. Sparse Cocktail: Every Sparse Pattern Every Sparse Ratio All At Once
    ICML 2024 ·
    Zhangheng Li
    ,
    Shiwei Liu
    , Tianlong Chen,
    Ajay Kumar Jaiswal
    ,
    Zhenyu Zhang
    ,
    Dilin Wang
    ,
    Raghuraman Krishnamoorthi
    ,
    Shiyu Chang
    ,
    Zhangyang Wang
  87. Sparse MoE with Language Guided Routing for Multilingual Machine Translation
    ICLR 2024 ·
    Xinyu Zhao
    ,
    Xuxi Chen
    ,
    Yu Cheng
    , Tianlong Chen
  88. Sparsity-Guided Holistic Explanation for LLMs with Interpretable Inference-Time Intervention
    AAAI 2024 ·
    Zhen Tan
    , Tianlong Chen,
    Zhenyu Zhang
    ,
    Huan Liu
  89. TFMQ-DM: Temporal Feature Maintenance Quantization for Diffusion Models
    CVPR 2024 ·
    Yushi Huang
    ,
    Ruihao Gong
    ,
    Jing Liu
    , Tianlong Chen,
    Xianglong Liu
  90. Thought Graph: Generating Thought Process for Biological Reasoning
    WWW 2024 ·
    Chi-Yang Hsu
    ,
    Kyle Cox
    ,
    Jiawei Xu
    ,
    Zhen Tan
    ,
    Tianhua Zhai
    ,
    Mengzhou Hu
    ,
    Dexter Pratt
    , Tianlong Chen,
    Ziniu Hu
    ,
    Ying Ding
  91. Two Heads Are Better Than One: Boosting Graph Sparse Training via Semantic and Topological Awareness
    ICML 2024 ·
    Guibin Zhang
    ,
    Yanwei Yue
    ,
    Kun Wang
    ,
    Junfeng Fang
    ,
    Yongduo Sui
    ,
    Kai Wang
    ,
    Yuxuan Liang
    ,
    Dawei Cheng
    ,
    Shirui Pan
    , Tianlong Chen