PPaperPicks

Junchi Yan

125 papers at tracked venues · 119 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0001-9639-7679 ↗

Venues

ICLR ×34NeurIPS ×30ICML ×19CVPR ×11AAAI ×9ICCV ×5ACL ×4SIGKDD ×4ECCV ×2IJCAI ×2WWW ×2ACM MM ×1EMNLP ×1ICRA ×1

Frequent coauthors

Yang Li
×10
Qitian Wu
×8
Yehui Tang
×8
Nianzu Yang
×7
Runzhong Wang
×7
Hao Xiong
×7
Zhanpeng Zhou
×6
Xinyu Ye
×6
Liangliang Shi
×6
Shaofeng Zhang
×6
Xiaosong Jia
×6
Xue Yang
×6

Papers

  1. On the Learning Dynamics of Two-layer Linear Networks with Label Noise SGD
    AAAI 2026 ·
    Tongcheng Zhang
    ,
    Zhanpeng Zhou
    ,
    Mingze Wang
    ,
    Andi Han
    ,
    Wei Huang
    ,
    Taiji Suzuki
    , Junchi Yan
  2. ST-TPP: Learning Semi-Transductive Temporal Point Processes with Gromov-Wasserstein Barycentric Regularization
    AAAI 2026 ·
    Qingmei Wang
    ,
    Tianyu Huang
    ,
    Yujie Long
    ,
    Yuxin Wu
    ,
    Fanmeng Wang
    ,
    Xi Sun
    , Junchi Yan,
    Hongteng Xu
  3. Towards Real-Time Neutral Atom Array Assembly via Unsupervised Hologram Generation and Path Optimization
    AAAI 2026 ·
    Ge Yan
    ,
    Yuchen Wang
    , Junchi Yan
  4. BTBS-LNS: Binarized-Tightening, Branch and Search on Learning LNS Policies for MIP
    ICLR 2025 ·
    Hao Yuan
    ,
    Wenli Ouyang
    ,
    Changwen Zhang
    ,
    Yong Sun
    ,
    Liming Gong
    , Junchi Yan
  5. Beyond Circuit Connections: A Non-Message Passing Graph Transformer Approach for Quantum Error Mitigation
    ICLR 2025 ·
    Tianyi Bao
    ,
    Xinyu Ye
    ,
    Hang Ruan
    ,
    Chang Liu
    ,
    Wenjie Wu
    , Junchi Yan
  6. BiQAP: Neural Bi-level Optimization-based Framework for Solving Quadratic Assignment Problems
    SIGKDD 2025 ·
    Liangliang Shi
    ,
    Haoran Zhang
    ,
    Shuheng Shen
    ,
    Changhua Meng
    ,
    Weiqiang Wang
    , Junchi Yan
  7. Bootstrapping Hierarchical Autoregressive Formal Reasoner with Chain-of-Proxy-Autoformalization
    NeurIPS 2025 ·
    Qi Liu
    ,
    Xinhao Zheng
    ,
    Renqiu Xia
    ,
    Qinxiang Cao
    , Junchi Yan
  8. Bridging Crypto with ML-based Solvers: the SAT Formulation and Benchmarks
    NeurIPS 2025 ·
    Xinhao Zheng
    ,
    Xinhao Song
    ,
    Bolin Qiu
    ,
    Yang Li
    ,
    Zhongteng Gui
    , Junchi Yan
  9. COExpander: Adaptive Solution Expansion for Combinatorial Optimization
    ICML 2025 ·
    Jiale Ma
    ,
    Wenzheng Pan
    ,
    Yang Li
    , Junchi Yan
  10. CORE: Collaborative Optimization with Reinforcement Learning and Evolutionary Algorithm for Floorplanning
    NeurIPS 2025 ·
    Pengyi Li
    ,
    Shixiong Kai
    ,
    Jianye Hao
    ,
    Ruizhe Zhong
    ,
    Hongyao Tang
    ,
    Zhentao Tang
    ,
    Mingxuan Yuan
    , Junchi Yan
  11. CR2PQ: Continuous Relative Rotary Positional Query for Dense Visual Representation Learning
    ICLR 2025 ·
    Shaofeng Zhang
    ,
    Qiang Zhou
    ,
    Sitong Wu
    ,
    Haoru Tan
    ,
    Zhibin Wang
    ,
    Jinfa Huang
    , Junchi Yan
  12. DSBRouter: End-to-end Global Routing via Diffusion Schr\"{o}dinger Bridge
    ICML 2025 ·
    Liangliang Shi
    ,
    Shenhui Zhang
    ,
    Xingbo Du
    ,
    Nianzu Yang
    , Junchi Yan
  13. DriveTransformer: Unified Transformer for Scalable End-to-End Autonomous Driving
    ICLR 2025 ·
    Xiaosong Jia
    ,
    Junqi You
    ,
    Zhiyuan Zhang
    , Junchi Yan
  14. Envisioning Beyond the Pixels: Benchmarking Reasoning-Informed Visual Editing
    NeurIPS 2025 ·
    Xiangyu Zhao
    ,
    Peiyuan Zhang
    ,
    Kexian Tang
    ,
    Xiaorong Zhu
    ,
    Hao Li
    ,
    Wenhao Chai
    ,
    Zicheng Zhang
    ,
    Renqiu Xia
    ,
    Guangtao Zhai
    , Junchi Yan,
    Hua Yang
    ,
    Xue Yang
    ,
    Haodong Duan
  15. FlatFusion: Delving Into Details of Sparse Transformer-Based Camera-LiDAR Fusion for Autonomous Driving
    ICRA 2025 ·
    Yutao Zhu
    ,
    Xiaosong Jia
    ,
    Xinyu Yang
    , Junchi Yan
  16. Fractional Langevin Dynamics for Combinatorial Optimization via Polynomial-Time Escape
    NeurIPS 2025 ·
    Shiyue Wang
    ,
    Ziao Guo
    ,
    Changhong Lu
    , Junchi Yan
  17. FreqPDE: Rethinking Positional Depth Embedding for Multi-View 3D Object Detection Transformers
    ICCV 2025 ·
    Haisheng Su
    ,
    Junjie Zhang
    ,
    Feixiang Song
    ,
    Sanping Zhou
    ,
    Wei Wu
    , Junchi Yan,
    Nanning Zheng
  18. Generation as Search Operator for Test-Time Scaling of Diffusion-based Combinatorial Optimization
    NeurIPS 2025 ·
    Yang Li
    ,
    Lvda Chen
    ,
    Haonan Wang
    ,
    Runzhong Wang
    , Junchi Yan
  19. Generative Modeling Reinvents Supervised Learning: Label Repurposing with Predictive Consistency Learning
    ICML 2025 ·
    Yang Li
    ,
    Jiale Ma
    ,
    Yebin Yang
    ,
    Qitian Wu
    ,
    Hongyuan Zha
    , Junchi Yan
  20. GeoFormer: Geometry Point Encoder for 3D Object Detection with Graph-Based Transformer
    ICCV 2025 ·
    Xin Jin
    ,
    Haisheng Su
    ,
    Cong Ma
    ,
    Kai Liu
    ,
    Wei Wu
    ,
    Fei Hui
    , Junchi Yan
  21. GeoX: Geometric Problem Solving Through Unified Formalized Vision-Language Pre-training
    ICLR 2025 ·
    Renqiu Xia
    ,
    Mingsheng Li
    ,
    Hancheng Ye
    ,
    Wenjie Wu
    ,
    Hongbin Zhou
    ,
    Jiakang Yuan
    ,
    Tianshuo Peng
    ,
    Xinyu Cai
    ,
    Xiangchao Yan
    ,
    Bin Wang
    ,
    Conghui He
    ,
    Botian Shi
    ,
    Tao Chen
    , Junchi Yan,
    Bo Zhang
  22. HEAP: Hyper Extended A-PDHG Operator for Constrained High-dim PDEs
    ICML 2025 ·
    Mingquan Feng
    ,
    Weixin Liao
    ,
    Yixin Huang
    ,
    Yifan Fu
    ,
    Qifu Zheng
    , Junchi Yan
  23. HShare: Fast LLM Decoding by Hierarchical Key-Value Sharing
    ICLR 2025 ·
    Huaijin Wu
    ,
    Lianqiang Li
    ,
    Hantao Huang
    ,
    Tu Yi
    ,
    Jihang Zhang
    ,
    Minghui Yu
    , Junchi Yan
  24. Int2Planner: An Intention-based Multi-modal Motion Planner for Integrated Prediction and Planning
    AAAI 2025 ·
    Xiaolei Chen
    , Junchi Yan,
    Wenlong Liao
    ,
    Tao He
    ,
    Pai Peng
  25. LLMs know their vulnerabilities: Uncover Safety Gaps through Natural Distribution Shifts
    ACL 2025 ·
    Qibing Ren
    ,
    Hao Li
    ,
    Dongrui Liu
    ,
    Zhanxu Xie
    ,
    Xiaoya Lu
    ,
    Yu Qiao
    ,
    Lei Sha
    , Junchi Yan,
    Lizhuang Ma
    ,
    Jing Shao
  26. Learning Initial Basis Selection for Linear Programming via Duality-Inspired Tripartite Graph Representation and Comprehensive Supervision
    ICML 2025 ·
    Anqi Lu
    , Junchi Yan
  27. Learning Structured Universe Graph with Outlier OOD Detection for Partial Matching
    ICLR 2025 ·
    Zetian Jiang
    ,
    Jiaxin Lu
    ,
    Haizhao Fan
    ,
    Tianzhe Wang
    , Junchi Yan
  28. ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs
    NeurIPS 2025 ·
    Jiale Ma
    ,
    Wenzheng Pan
    ,
    Yang Li
    , Junchi Yan
  29. MS-Bench: Evaluating LMMs in Ancient Manuscript Study through a Dunhuang Case Study
    NeurIPS 2025 ·
    Yuqing Zhang
    ,
    Yue Han
    ,
    Shuanghe Zhu
    ,
    Haoxiang Wu
    ,
    Hangqi Li
    ,
    Shengyu Zhang
    , Junchi Yan,
    Zemin Liu
    ,
    Kun Kuang
    ,
    Huaiyong Dou
    ,
    Yongquan Zhang
    ,
    Fei Wu
  30. NTKMTL: Mitigating Task Imbalance in Multi-Task Learning from Neural Tangent Kernel Perspective
    NeurIPS 2025 ·
    Xiaohan Qin
    ,
    Xiaoxing Wang
    ,
    Ning Liao
    , Junchi Yan
  31. On Designing General and Expressive Quantum Graph Neural Networks with Applications to MILP Instance Representation
    ICLR 2025 ·
    Xinyu Ye
    ,
    Hao Xiong
    ,
    Jianhao Huang
    ,
    Ziang Chen
    ,
    Jia Wang
    , Junchi Yan
  32. On the Role of Label Noise in the Feature Learning Process
    ICML 2025 ·
    Andi Han
    ,
    Wei Huang
    ,
    Zhanpeng Zhou
    ,
    Gang Niu
    ,
    Wuyang Chen
    , Junchi Yan,
    Akiko Takeda
    ,
    Taiji Suzuki
  33. Optimal Control Operator Perspective and a Neural Adaptive Spectral Method
    AAAI 2025 ·
    Mingquan Feng
    ,
    Zhijie Chen
    ,
    Yixin Huang
    ,
    Yizhou Liu
    , Junchi Yan
  34. Optimal Flow Transport and its Entropic Regularization: a GPU-friendly Matrix Iterative Algorithm for Flow Balance Satisfaction
    ICLR 2025 ·
    Liangliang Shi
    ,
    Yufeng Li
    ,
    Kaipeng Zeng
    ,
    Yihui Tu
    , Junchi Yan
  35. Optimize Battery Control: A Multi-Objective Evolutionary Ensemble Reinforcement Learning Approach
    IJCAI 2025 ·
    Jingwei Hu
    ,
    Kai Xie
    ,
    Zheng Fang
    ,
    Xiaodong Li
    , Junchi Yan,
    Zhihong Zhang
  36. Pedestrian Motion Reconstruction: A Large-scale Benchmark via Mixed Reality Rendering with Multiple Perspectives and Modalities
    ICLR 2025 ·
    Yichen Wang
    ,
    Yiyi Zhang
    ,
    Xinhao Hu
    ,
    Li Niu
    ,
    Jianfu Zhang
    ,
    Yasushi Makihara
    ,
    Yasushi Yagi
    ,
    Pai Peng
    ,
    Wenlong Liao
    ,
    Tao He
    , Junchi Yan,
    Liqing Zhang
  37. PhysPDE: Rethinking PDE Discovery and a Physical Hypothesis Selection Benchmark
    ICLR 2025 ·
    Mingquan Feng
    ,
    Yixin Huang
    ,
    Yizhou Liu
    ,
    Bofang Jiang
    , Junchi Yan
  38. Player-Centric Multimodal Prompt Generation for Large Language Model Based Identity-Aware Basketball Video Captioning
    ICCV 2025 ·
    Zeyu Xi
    ,
    Haoying Sun
    ,
    Yaofei Wu
    , Junchi Yan,
    Haoran Zhang
    ,
    Lifang Wu
    ,
    Liang Wang
    ,
    Changwen Chen
  39. Point2RBox-v2: Rethinking Point-supervised Oriented Object Detection with Spatial Layout Among Instances
    CVPR 2025 ·
    Yi Yu
    ,
    Botao Ren
    ,
    Peiyuan Zhang
    ,
    Mingxin Liu
    ,
    Junwei Luo
    ,
    Shaofeng Zhang
    ,
    Feipeng Da
    , Junchi Yan,
    Xue Yang
  40. QEM-Bench: Benchmarking Learning-based Quantum Error Mitigation and QEMFormer as a Multi-ranged Context Learning Baseline
    ICML 2025 ·
    Tianyi Bao
    ,
    Ruizhe Zhong
    ,
    Xinyu Ye
    ,
    Yehui Tang
    , Junchi Yan
  41. QuEST: Low-Bit Diffusion Model Quantization via Efficient Selective Finetuning
    ICCV 2025 ·
    Haoxuan Wang
    ,
    Yuzhang Shang
    ,
    Zhihang Yuan
    ,
    Junyi Wu
    , Junchi Yan,
    Yan Yan
  42. QuaDiM: A Conditional Diffusion Model For Quantum State Property Estimation
    ICLR 2025 ·
    Yehui Tang
    ,
    Mabiao Long
    , Junchi Yan
  43. QuanONet: Quantum Neural Operator with Application to Differential Equation
    ICML 2025 ·
    Ruocheng Wang
    ,
    Zhuo Xia
    ,
    Ge Yan
    , Junchi Yan
  44. Raw2Drive: Reinforcement Learning with Aligned World Models for End-to-End Autonomous Driving (in CARLA v2)
    NeurIPS 2025 ·
    Zhenjie Yang
    ,
    Xiaosong Jia
    ,
    Qifeng Li
    ,
    Xue Yang
    ,
    Maoqing Yao
    , Junchi Yan
  45. Re-TASK: Revisiting LLM Tasks from Capability, Skill, and Knowledge Perspectives
    ACL 2025 ·
    Zhihu Wang
    ,
    Shiwan Zhao
    ,
    Yu Wang
    ,
    Heyuan Huang
    ,
    Sitao Xie
    ,
    Yubo Zhang
    ,
    Jiaxin Shi
    ,
    Zhixing Wang
    ,
    Hongyan Li
    , Junchi Yan
  46. Regularizing Energy among Training Samples for Out-of-Distribution Generalization
    ICLR 2025 ·
    Yiting Chen
    ,
    Qitian Wu
    , Junchi Yan
  47. Reinvent the Operation not the Architecture: Quantum-inspired High-order Product for Compatible and Improved LLMs Training
    SIGKDD 2025 ·
    Hao Xiong
    ,
    Yebin Yang
    ,
    Huaijin Wu
    ,
    Xiaoqiu Zhong
    ,
    Yehui Tang
    ,
    Zhuo Xia
    ,
    Xiaoxing Wang
    , Junchi Yan
  48. Repurposing AlphaFold3-like Protein Folding Models for Antibody Sequence and Structure Co-design
    NeurIPS 2025 ·
    Nianzu Yang
    ,
    Songlin Jiang
    ,
    Jian Ma
    ,
    Huaijin Wu
    ,
    Shuangjia Zheng
    ,
    Wengong Jin
    , Junchi Yan
  49. Rethinking Classifier Re-Training in Long-Tailed Recognition: Label Over-Smooth Can Balance
    ICLR 2025 ·
    Siyu Sun
    ,
    Han Lu
    ,
    Jiangtong Li
    ,
    Yichen Xie
    ,
    Tianjiao Li
    ,
    Xiaokang Yang
    ,
    Liqing Zhang
    , Junchi Yan
  50. Rethinking and Improving Autoformalization: Towards a Faithful Metric and a Dependency Retrieval-based Approach
    ICLR 2025 ·
    Qi Liu
    ,
    Xinhao Zheng
    ,
    Xudong Lu
    ,
    Qinxiang Cao
    , Junchi Yan
  51. Revisiting Fairness in Multitask Learning: A Performance-Driven Approach for Variance Reduction
    CVPR 2025 ·
    Xiaohan Qin
    ,
    Xiaoxing Wang
    , Junchi Yan
  52. RoboSense: Large-scale Dataset and Benchmark for Egocentric Robot Perception and Navigation in Crowded and Unstructured Environments
    CVPR 2025 ·
    Haisheng Su
    ,
    Feixiang Song
    ,
    Cong Ma
    ,
    Wei Wu
    , Junchi Yan
  53. SINGER: Stochastic Network Graph Evolving Operator for High Dimensional PDEs
    ICLR 2025 ·
    Mingquan Feng
    ,
    Yixin Huang
    ,
    Weixin Liao
    ,
    Yuhong Liu
    ,
    Yizhou Liu
    , Junchi Yan
  54. SelKD: Selective Knowledge Distillation via Optimal Transport Perspective
    ICLR 2025 ·
    Liangliang Shi
    ,
    Zhengyan Shi
    , Junchi Yan
  55. Sharpness-Aware Minimization Efficiently Selects Flatter Minima Late In Training
    ICLR 2025 ·
    Zhanpeng Zhou
    ,
    Mingze Wang
    ,
    Yuchen Mao
    ,
    Bingrui Li
    , Junchi Yan
  56. StruDiCO: Structured Denoising Diffusion with Gradient-free Inference-stage Boosting for Memory and Time Efficient Combinatorial Optimization
    NeurIPS 2025 ·
    Yu Wang
    ,
    Yang Li
    , Junchi Yan,
    Yi Chang
  57. Tensor Network: from the Perspective of AI4Science and Science4AI
    IJCAI 2025 · Junchi Yan,
    Yehui Tang
    ,
    Xinyu Ye
    ,
    Hao Xiong
    ,
    Xiaoqiu Zhong
    ,
    Yuhan Wang
    ,
    Yuan Qi
  58. The Sharpness Disparity Principle in Transformers for Accelerating Language Model Pre-Training
    ICML 2025 ·
    Jinbo Wang
    ,
    Mingze Wang
    ,
    Zhanpeng Zhou
    , Junchi Yan,
    Weinan E
    ,
    Lei Wu
  59. Towards Consistent Multi-Task Learning: Unlocking the Potential of Task-Specific Parameters
    CVPR 2025 ·
    Xiaohan Qin
    ,
    Xiaoxing Wang
    , Junchi Yan
  60. Towards More Diverse and Challenging Pre-Training for Point Cloud Learning: Self-Supervised Cross Reconstruction with Decoupled Views
    ICCV 2025 ·
    Xiangdong Zhang
    ,
    Shaofeng Zhang
    , Junchi Yan
  61. Train on Pins and Test on Obstacles for Rectilinear Steiner Minimum Tree
    NeurIPS 2025 ·
    Xingbo Du
    ,
    Ruizhe Zhong
    , Junchi Yan
  62. Trajectory-LLM: A Language-based Data Generator for Trajectory Prediction in Autonomous Driving
    ICLR 2025 ·
    Kairui Yang
    ,
    Zihao Guo
    ,
    Gengjie Lin
    ,
    Haotian Dong
    ,
    Zhao Huang
    ,
    Yipeng Wu
    ,
    Die Zuo
    ,
    Jibin Peng
    ,
    Ziyuan Zhong
    ,
    Xin Wang
    ,
    Qing Guo
    ,
    Xiaosong Jia
    , Junchi Yan,
    Di Lin
  63. UniCO: On Unified Combinatorial Optimization via Problem Reduction to Matrix-Encoded General TSP
    ICLR 2025 ·
    Wenzheng Pan
    ,
    Hao Xiong
    ,
    Jiale Ma
    ,
    Wentao Zhao
    ,
    Yang Li
    , Junchi Yan
  64. UniMamba: Unified Spatial-Channel Representation Learning with Group-Efficient Mamba for LiDAR-based 3D Object Detection
    CVPR 2025 ·
    Xin Jin
    ,
    Haisheng Su
    ,
    Kai Liu
    ,
    Cong Ma
    ,
    Wei Wu
    ,
    Fei Hui
    , Junchi Yan
  65. Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search
    ICLR 2025 ·
    Yang Li
    ,
    Jiale Ma
    ,
    Wenzheng Pan
    ,
    Runzhong Wang
    ,
    Haoyu Geng
    ,
    Nianzu Yang
    , Junchi Yan
  66. VideoREPA: Learning Physics for Video Generation through Relational Alignment with Foundation Models
    NeurIPS 2025 ·
    Xiangdong Zhang
    ,
    Jiaqi Liao
    ,
    Shaofeng Zhang
    ,
    Fanqing Meng
    ,
    Xiangpeng Wan
    , Junchi Yan,
    Yu Cheng
  67. ACM-MILP: Adaptive Constraint Modification via Grouping and Selection for Hardness-Preserving MILP Instance Generation
    ICML 2024 ·
    Ziao Guo
    ,
    Yang Li
    ,
    Chang Liu
    ,
    Wenli Ouyang
    , Junchi Yan
  68. Bench2Drive: Towards Multi-Ability Benchmarking of Closed-Loop End-To-End Autonomous Driving
    NeurIPS 2024 ·
    Xiaosong Jia
    ,
    Zhenjie Yang
    ,
    Qifeng Li
    ,
    Zhiyuan Zhang
    , Junchi Yan
  69. Benchmarking PtO and PnO Methods in the Predictive Combinatorial Optimization Regime
    NeurIPS 2024 ·
    Haoyu Geng
    ,
    Hang Ruan
    ,
    Runzhong Wang
    ,
    Yang Li
    ,
    Yang Wang
    ,
    Lei Chen
    , Junchi Yan
  70. Boosting Order-Preserving and Transferability for Neural Architecture Search: A Joint Architecture Refined Search and Fine-Tuning Approach
    CVPR 2024 ·
    Beichen Zhang
    ,
    Xiaoxing Wang
    ,
    Xiaohan Qin
    , Junchi Yan
  71. Boundary Matters: A Bi-Level Active Finetuning Method
    NeurIPS 2024 ·
    Han Lu
    ,
    Yichen Xie
    ,
    Xiaokang Yang
    , Junchi Yan
  72. CalibRBEV: Multi-Camera Calibration via Reversed Bird's-eye-view Representations for Autonomous Driving
    ACM MM 2024 ·
    Wenlong Liao
    ,
    Sunyuan Qiang
    ,
    Xianfei Li
    ,
    Xiaolei Chen
    ,
    Haoyu Wang
    ,
    Yanyan Liang
    , Junchi Yan,
    Tao He
    ,
    Pai Peng
  73. Certified Robustness on Visual Graph Matching via Searching Optimal Smoothing Range
    SIGKDD 2024 ·
    Huaqing Shao
    ,
    Lanjun Wang
    ,
    Yongwei Wang
    ,
    Qibing Ren
    , Junchi Yan
  74. Circuit Design and Efficient Simulation of Quantum Inner Product and Empirical Studies of Its Effect on Near-Term Hybrid Quantum-Classic Machine Learning
    CVPR 2024 ·
    Hao Xiong
    ,
    Yehui Tang
    ,
    Xinyu Ye
    , Junchi Yan
  75. Closed-Loop Visuomotor Control with Generative Expectation for Robotic Manipulation
    NeurIPS 2024 ·
    Qingwen Bu
    ,
    Jia Zeng
    ,
    Li Chen
    ,
    Yanchao Yang
    ,
    Guyue Zhou
    , Junchi Yan,
    Ping Luo
    ,
    Heming Cui
    ,
    Yi Ma
    ,
    Hongyang Li
  76. CodeAttack: Revealing Safety Generalization Challenges of Large Language Models via Code Completion
    ACL 2024 ·
    Qibing Ren
    ,
    Chang Gao
    ,
    Jing Shao
    , Junchi Yan,
    Xin Tan
    ,
    Wai Lam
    ,
    Lizhuang Ma
  77. Continuous-Multiple Image Outpainting in One-Step via Positional Query and A Diffusion-based Approach
    ICLR 2024 ·
    Shaofeng Zhang
    ,
    Jinfa Huang
    ,
    Qiang Zhou
    ,
    Zhibin Wang
    ,
    Fan Wang
    ,
    Jiebo Luo
    , Junchi Yan
  78. Double-Bounded Optimal Transport for Advanced Clustering and Classification
    AAAI 2024 ·
    Liangliang Shi
    ,
    Zhaoqi Shen
    , Junchi Yan
  79. Dynamic Reactive Spiking Graph Neural Network
    AAAI 2024 ·
    Han Zhao
    ,
    Xu Yang
    ,
    Cheng Deng
    , Junchi Yan
  80. EBMDock: Neural Probabilistic Protein-Protein Docking via a Differentiable Energy Model
    ICLR 2024 ·
    Huaijin Wu
    ,
    Wei Liu
    ,
    Yatao Bian
    ,
    Jiaxiang Wu
    ,
    Nianzu Yang
    , Junchi Yan
  81. Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization
    NeurIPS 2024 ·
    Yang Li
    ,
    Jinpei Guo
    ,
    Runzhong Wang
    ,
    Hongyuan Zha
    , Junchi Yan
  82. FlexPlanner: Flexible 3D Floorplanning via Deep Reinforcement Learning in Hybrid Action Space with Multi-Modality Representation
    NeurIPS 2024 ·
    Ruizhe Zhong
    ,
    Xingbo Du
    ,
    Shixiong Kai
    ,
    Zhentao Tang
    ,
    Siyuan Xu
    ,
    Jianye Hao
    ,
    Mingxuan Yuan
    , Junchi Yan
  83. GeoMix: Towards Geometry-Aware Data Augmentation
    SIGKDD 2024 ·
    Wentao Zhao
    ,
    Qitian Wu
    ,
    Chenxiao Yang
    , Junchi Yan
  84. Going Beyond Neural Network Feature Similarity: The Network Feature Complexity and Its Interpretation Using Category Theory
    ICLR 2024 ·
    Yiting Chen
    ,
    Zhanpeng Zhou
    , Junchi Yan
  85. Graph Out-of-Distribution Detection Goes Neighborhood Shaping
    ICML 2024 ·
    Tianyi Bao
    ,
    Qitian Wu
    ,
    Zetian Jiang
    ,
    Yiting Chen
    ,
    Jiawei Sun
    , Junchi Yan
  86. Graph Out-of-Distribution Generalization via Causal Intervention
    WWW 2024 ·
    Qitian Wu
    ,
    Fan Nie
    ,
    Chenxiao Yang
    ,
    Tianyi Bao
    , Junchi Yan
  87. Grounding and Enhancing Grid-based Models for Neural Fields
    CVPR 2024 ·
    Zelin Zhao
    ,
    Fenglei Fan
    ,
    Wenlong Liao
    , Junchi Yan
  88. How Graph Neural Networks Learn: Lessons from Training Dynamics
    ICML 2024 ·
    Chenxiao Yang
    ,
    Qitian Wu
    ,
    David Wipf
    ,
    Ruoyu Sun
    , Junchi Yan
  89. InterpGNN: Understand and Improve Generalization Ability of Transdutive GNNs through the Lens of Interplay between Train and Test Nodes
    ICLR 2024 ·
    Jiawei Sun
    ,
    Kailai Li
    ,
    Ruoxin Chen
    ,
    Jie Li
    ,
    Chentao Wu
    ,
    Yue Ding
    , Junchi Yan
  90. L2P-MIP: Learning to Presolve for Mixed Integer Programming
    ICLR 2024 ·
    Chang Liu
    ,
    Zhichen Dong
    ,
    Haobo Ma
    ,
    Weilin Luo
    ,
    Xijun Li
    ,
    Bowen Pang
    ,
    Jia Zeng
    , Junchi Yan
  91. LLMCO4MR: LLMs-Aided Neural Combinatorial Optimization for Ancient Manuscript Restoration from Fragments with Case Studies on Dunhuang
    ECCV 2024 ·
    Yuqing Zhang
    ,
    Hangqi Li
    ,
    Shengyu Zhang
    ,
    Runzhong Wang
    ,
    Baoyi He
    ,
    Huaiyong Dou
    , Junchi Yan,
    Yongquan Zhang
    ,
    Fei Wu
  92. LaneSegNet: Map Learning with Lane Segment Perception for Autonomous Driving
    ICLR 2024 ·
    Tianyu Li
    ,
    Peijin Jia
    ,
    Bangjun Wang
    ,
    Li Chen
    ,
    Kun Jiang
    , Junchi Yan,
    Hongyang Li
  93. Learning Divergence Fields for Shift-Robust Graph Representations
    ICML 2024 ·
    Qitian Wu
    ,
    Fan Nie
    ,
    Chenxiao Yang
    , Junchi Yan
  94. Learning Plaintext-Ciphertext Cryptographic Problems via ANF-based SAT Instance Representation
    NeurIPS 2024 ·
    Xinhao Zheng
    ,
    Yang Li
    ,
    Cunxin Fan
    ,
    Huaijin Wu
    ,
    Xinhao Song
    , Junchi Yan
  95. Leveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable Segmentation
    NeurIPS 2024 ·
    Jian Hu
    ,
    Jiayi Lin
    , Junchi Yan,
    Shaogang Gong
  96. M3C: A Framework towards Convergent, Flexible, and Unsupervised Learning of Mixture Graph Matching and Clustering
    ICLR 2024 ·
    Jiaxin Lu
    ,
    Zetian Jiang
    ,
    Tianzhe Wang
    , Junchi Yan
  97. MILP-FBGen: LP/MILP Instance Generation with Feasibility/Boundedness
    ICML 2024 ·
    Yahong Zhang
    ,
    Chenchen Fan
    ,
    Donghui Chen
    ,
    Congrui Li
    ,
    Wenli Ouyang
    ,
    Mingda Zhu
    , Junchi Yan
  98. MixSATGEN: Learning Graph Mixing for SAT Instance Generation
    ICLR 2024 ·
    Xinyan Chen
    ,
    Yang Li
    ,
    Runzhong Wang
    , Junchi Yan
  99. MorphGrower: A Synchronized Layer-by-layer Growing Approach for Plausible Neuronal Morphology Generation
    ICML 2024 ·
    Nianzu Yang
    ,
    Kaipeng Zeng
    ,
    Haotian Lu
    ,
    Yexin Wu
    ,
    Zexin Yuan
    ,
    Danni Chen
    ,
    Shengdian Jiang
    ,
    Jiaxiang Wu
    ,
    Yimin Wang
    , Junchi Yan
  100. Node2ket: Efficient High-Dimensional Network Embedding in Quantum Hilbert Space
    ICLR 2024 ·
    Hao Xiong
    ,
    Yehui Tang
    ,
    Yunlin He
    ,
    Wei Tan
    , Junchi Yan
  101. Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models
    ACL 2024 ·
    Xudong Lu
    ,
    Qi Liu
    ,
    Yuhui Xu
    ,
    Aojun Zhou
    ,
    Siyuan Huang
    ,
    Bo Zhang
    , Junchi Yan,
    Hongsheng Li
  102. OT-CLIP: Understanding and Generalizing CLIP via Optimal Transport
    ICML 2024 ·
    Liangliang Shi
    ,
    Jack Fan
    , Junchi Yan
  103. On the Emergence of Cross-Task Linearity in Pretraining-Finetuning Paradigm
    ICML 2024 ·
    Zhanpeng Zhou
    ,
    Zijun Chen
    ,
    Yilan Chen
    ,
    Bo Zhang
    , Junchi Yan
  104. PCP-MAE: Learning to Predict Centers for Point Masked Autoencoders
    NeurIPS 2024 ·
    Xiangdong Zhang
    ,
    Shaofeng Zhang
    , Junchi Yan
  105. PhiloGPT: A Philology-Oriented Large Language Model for Ancient Chinese Manuscripts with Dunhuang as Case Study
    EMNLP 2024 ·
    Yuqing Zhang
    ,
    Baoyi He
    ,
    Yihan Chen
    ,
    Hangqi Li
    ,
    Han Yue
    ,
    Shengyu Zhang
    ,
    Huaiyong Dou
    , Junchi Yan,
    Zemin Liu
    ,
    Yongquan Zhang
    ,
    Fei Wu
  106. Point2RBox: Combine Knowledge from Synthetic Visual Patterns for End-to-End Oriented Object Detection with Single Point Supervision
    CVPR 2024 ·
    Yi Yu
    ,
    Xue Yang
    ,
    Qingyun Li
    ,
    Feipeng Da
    ,
    Jifeng Dai
    ,
    Yu Qiao
    , Junchi Yan
  107. PointOBB: Learning Oriented Object Detection via Single Point Supervision
    CVPR 2024 ·
    Junwei Luo
    ,
    Xue Yang
    ,
    Yi Yu
    ,
    Qingyun Li
    , Junchi Yan,
    Yansheng Li
  108. PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling
    AAAI 2024 ·
    Ruizhe Zhong
    ,
    Junjie Ye
    ,
    Zhentao Tang
    ,
    Shixiong Kai
    ,
    Mingxuan Yuan
    ,
    Jianye Hao
    , Junchi Yan
  109. QVAE-Mole: The Quantum VAE with Spherical Latent Variable Learning for 3-D Molecule Generation
    NeurIPS 2024 ·
    Huaijin Wu
    ,
    Xinyu Ye
    , Junchi Yan
  110. ReLIZO: Sample Reusable Linear Interpolation-based Zeroth-order Optimization
    NeurIPS 2024 ·
    Xiaoxing Wang
    ,
    Xiaohan Qin
    ,
    Xiaokang Yang
    , Junchi Yan
  111. ReSimAD: Zero-Shot 3D Domain Transfer for Autonomous Driving with Source Reconstruction and Target Simulation
    ICLR 2024 ·
    Bo Zhang
    ,
    Xinyu Cai
    ,
    Jiakang Yuan
    ,
    Donglin Yang
    ,
    Jianfei Guo
    ,
    Xiangchao Yan
    ,
    Renqiu Xia
    ,
    Botian Shi
    ,
    Min Dou
    ,
    Tao Chen
    ,
    Si Liu
    , Junchi Yan,
    Yu Qiao
  112. Rethinking Cross-Domain Sequential Recommendation under Open-World Assumptions
    WWW 2024 ·
    Wujiang Xu
    ,
    Qitian Wu
    ,
    Runzhong Wang
    ,
    Mingming Ha
    ,
    Qiongxu Ma
    ,
    Linxun Chen
    ,
    Bing Han
    , Junchi Yan
  113. Rethinking Parity Check Enhanced Symmetry-Preserving Ansatz
    NeurIPS 2024 ·
    Ge Yan
    ,
    Mengfei Ran
    ,
    Ruocheng Wang
    ,
    Kaisen Pan
    , Junchi Yan
  114. Rethinking the symmetry-preserving circuits for constrained variational quantum algorithms
    ICLR 2024 ·
    Ge Yan
    ,
    Hongxu Chen
    ,
    Kaisen Pan
    , Junchi Yan
  115. SSL4Q: Semi-Supervised Learning of Quantum Data with Application to Quantum State Classification
    ICML 2024 ·
    Yehui Tang
    ,
    Nianzu Yang
    ,
    Mabiao Long
    , Junchi Yan
  116. Theoretically Achieving Continuous Representation of Oriented Bounding Boxes
    CVPR 2024 ·
    Zi-Kai Xiao
    ,
    Guo-Ye Yang
    ,
    Xue Yang
    ,
    Tai-Jiang Mu
    , Junchi Yan,
    Shi-Min Hu
  117. Think2Drive: Efficient Reinforcement Learning by Thinking with Latent World Model for Autonomous Driving (in CARLA-V2)
    ECCV 2024 ·
    Qifeng Li
    ,
    Xiaosong Jia
    ,
    Shaobo Wang
    , Junchi Yan
  118. Towards General Loop Invariant Generation: A Benchmark of Programs with Memory Manipulation
    NeurIPS 2024 ·
    Chang Liu
    ,
    Xiwei Wu
    ,
    Yuan Feng
    ,
    Qinxiang Cao
    , Junchi Yan
  119. Towards Imitation Learning to Branch for MIP: A Hybrid Reinforcement Learning based Sample Augmentation Approach
    ICLR 2024 ·
    Changwen Zhang
    ,
    Wenli Ouyang
    ,
    Hao Yuan
    ,
    Liming Gong
    ,
    Yong Sun
    ,
    Ziao Guo
    ,
    Zhichen Dong
    , Junchi Yan
  120. Towards LLM4QPE: Unsupervised Pretraining of Quantum Property Estimation and A Benchmark
    ICLR 2024 ·
    Yehui Tang
    ,
    Hao Xiong
    ,
    Nianzu Yang
    ,
    Tailong Xiao
    , Junchi Yan
  121. Training-Free Adaptive Diffusion with Bounded Difference Approximation Strategy
    NeurIPS 2024 ·
    Hancheng Ye
    ,
    Jiakang Yuan
    ,
    Renqiu Xia
    ,
    Xiangchao Yan
    ,
    Tao Chen
    , Junchi Yan,
    Botian Shi
    ,
    Bo Zhang
  122. UP2ME: Univariate Pre-training to Multivariate Fine-tuning as a General-purpose Framework for Multivariate Time Series Analysis
    ICML 2024 ·
    Yunhao Zhang
    ,
    Minghao Liu
    ,
    Shengyang Zhou
    , Junchi Yan
  123. Unveiling The Matthew Effect Across Channels: Assessing Layer Width Sufficiency via Weight Norm Variance
    NeurIPS 2024 ·
    Yiting Chen
    ,
    Jiazi Bu
    , Junchi Yan
  124. ViTree: Single-Path Neural Tree for Step-Wise Interpretable Fine-Grained Visual Categorization
    AAAI 2024 ·
    Danning Lao
    ,
    Qi Liu
    ,
    Jiazi Bu
    , Junchi Yan,
    Wei Shen
  125. What Rotary Position Embedding Can Tell Us: Identifying Query and Key Weights Corresponding to Basic Syntactic or High-level Semantic Information
    NeurIPS 2024 ·
    Yiting Chen
    , Junchi Yan