β-DARTS: Beta-Decay Regularization for Differentiable Architecture Search. - Peng Ye 006; Baopu Li; Yikang Li 002; Tao Chen 003; Jiayuan Fan 001; Wanli Ouyang (CVPR, 2022)

Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search. - Bicheng Guo; Tao Chen 003; Shibo He; Haoyu Liu; Lilin Xu; Peng Ye 006; Jiming Chen 001 (ACM Multimedia, 2022)

Stimulative Training of Residual Networks: A Social Psychology Perspective of Loafing. - Peng Ye 006; Shengji Tang; Baopu Li; Tao Chen 003; Wanli Ouyang (NeurIPS, 2022)

Neural Architecture Ranker. - Bicheng Guo; Shibo He; Tao Chen 003; Jiming Chen 001; Peng Ye 006 (CoRR, 2022)

Efficient Joint-Dimensional Search with Solution Space Regularization for Real-Time Semantic Segmentation. - Peng Ye 006; Baopu Li; Tao Chen 003; Jiayuan Fan 001; Zhen Mei; Chen Lin 003; Chongyan Zuo; Qinghua Chi; Wanli Ouyang (Int. J. Comput. Vis., 2022)

JNDMix: Jnd-Based Data Augmentation for No-Reference Image Quality Assessment. - Jiamu Sheng; Jiayuan Fan 001; Peng Ye 006; Jianjian Cao (ICASSP, 2023)

A2S-NAS: Asymmetric Spectral-Spatial Neural Architecture Search for Hyperspectral Image Classification. - Lin Zhan; Jiayuan Fan 001; Peng Ye 006; Jianjian Cao (ICASSP, 2023)

RFD-ECNet: Extreme Underwater Image Compression with Reference to Feature Dictionary. - Mengyao Li; Liquan Shen; Peng Ye 006; Guorui Feng; Zheyin Wang (ICCV, 2023)

β-DARTS++: Bi-level Regularization for Proxy-robust Differentiable Architecture Search. - Peng Ye 006; Tong He 001; Baopu Li; Tao Chen 003; Lei Bai 001; Wanli Ouyang (CoRR, 2023)

When Hyperspectral Image Classification Meets Diffusion Models: An Unsupervised Feature Learning Framework. - Jingyi Zhou; Jiamu Sheng; Jiayuan Fan 001; Peng Ye 006; Tong He 001; Bin Wang 008; Tao Chen 003 (CoRR, 2023)

Experts Weights Averaging: A New General Training Scheme for Vision Transformers. - Yongqi Huang; Peng Ye 006; Xiaoshui Huang; Sheng Li 007; Tao Chen 003; Tong He 001; Wanli Ouyang (CoRR, 2023)

RFD-ECNet: Extreme Underwater Image Compression with Reference to Feature Dictionar. - Mengyao Li; Liquan Shen; Peng Ye 006; Guorui Feng; Zheyin Wang (CoRR, 2023)

StructChart: Perception, Structuring, Reasoning for Visual Chart Understanding. - Renqiu Xia; Bo Zhang 069; Haoyang Peng; Ning Liao; Peng Ye 006; Botian Shi; Junchi Yan; Yu Qiao 001 (CoRR, 2023)

Rethinking the BERT-like Pretraining for DNA Sequences. - Chaoqi Liang; Weiqiang Bai; Lifeng Qiao; Yuchen Ren 001; Jianle Sun; Peng Ye 006; Hongliang Yan; Xinzhu Ma; Wangmeng Zuo; Wanli Ouyang (CoRR, 2023)

Towards an End-to-End Artificial Intelligence Driven Global Weather Forecasting System. - Kun Chen; Lei Bai 001; Fenghua Ling; Peng Ye 006; Tao Chen 003; Kang Chen; Tao Han 002; Wanli Ouyang (CoRR, 2023)

Rethinking of Feature Interaction for Multi-task Learning on Dense Prediction. - Jingdong Zhang 003; Jiayuan Fan 001; Peng Ye 006; Bo Zhang 069; Hancheng Ye; Baopu Li; Yancheng Cai; Tao Chen 003 (CoRR, 2023)

Partial Fine-Tuning: A Successor to Full Fine-Tuning for Vision Transformers. - Peng Ye 006; Yongqi Huang; Chongjun Tu; Minglei Li; Tao Chen 003; Tong He 001; Wanli Ouyang (CoRR, 2023)

Merging Vision Transformers from Different Tasks and Domains. - Peng Ye 006; Chenyu Huang; Mingzhu Shen; Tao Chen 003; Yongqi Huang; Yuning Zhang; Wanli Ouyang (CoRR, 2023)

Hyperspectral Image Classification Using Spectral-Spatial Token Enhanced Transformer With Hash-Based Positional Embedding. - Ke Wu; Jiayuan Fan 001; Peng Ye 006; Mingzhen Zhu (IEEE Trans. Geosci. Remote. Sens., 2023)

Automatic Loss Function Search for Adversarial Unsupervised Domain Adaptation. - Zhen Mei; Peng Ye 006; Hancheng Ye; Baopu Li; Jinyang Guo; Tao Chen 003; Wanli Ouyang (IEEE Trans. Circuits Syst. Video Technol., 2023)

Boosting Residual Networks with Group Knowledge. - Shengji Tang; Peng Ye 006; Baopu Li; Weihao Lin 002; Tao Chen 003; Tong He 001; Chong Yu; Wanli Ouyang (AAAI, 2024)

MADTP: Multimodal Alignment-Guided Dynamic Token Pruning for Accelerating Vision-Language Transformer. - Jianjian Cao; Peng Ye 006; Shengze Li; Chong Yu; Yansong Tang; Jiwen Lu; Tao Chen 003 (CVPR, 2024)

Once for Both: Single Stage of Importance and Sparsity Search for Vision Transformer Compression. - Hancheng Ye; Chong Yu; Peng Ye 006; Renqiu Xia; Yansong Tang; Jiwen Lu; Tao Chen 003; Bo Zhang 069 (CVPR, 2024)

Enhanced Sparsification via Stimulative Training. - Shengji Tang; Weihao Lin 002; Hancheng Ye; Peng Ye 006; Chong Yu; Baopu Li; Tao Chen 003 (ECCV (51), 2024)

CasCast: Skillful High-resolution Precipitation Nowcasting via Cascaded Modelling. - Junchao Gong; Lei Bai 001; Peng Ye 006; Wanghan Xu; Na Liu; Jianhua Dai; Xiaokang Yang 001; Wanli Ouyang (ICML, 2024)

Multi-dimensional Search with Strip Convolution and R-Squared Loss for Lane Detection. - Zijun Lin; Peng Ye 006; Tao Chen 003; Shengji Tang (IJCNN, 2024)

Ada-iD: Active Domain Adaptation for Intrusion Detection. - Fujun Han; Peng Ye 006; Shukai Duan 001; Lidan Wang 001 (ACM Multimedia, 2024)

S2HPruner: Soft-to-Hard Distillation Bridges the Discretization Gap in Pruning. - Weihao Lin 002; Shengji Tang; Chong Yu; Peng Ye 006; Tao Chen 003 (NeurIPS, 2024)

FNP: Fourier Neural Processes for Arbitrary-Resolution Data Assimilation. - Kun Chen; Peng Ye 006; Hao Chen 045; Kang Chen; Tao Han 002; Wanli Ouyang; Tao Chen 003; Lei Bai 001 (NeurIPS, 2024)

EMR-Merging: Tuning-Free High-Performance Model Merging. - Chenyu Huang; Peng Ye 006; Tao Chen 003; Tong He 001; Xiangyu Yue 001; Wanli Ouyang (NeurIPS, 2024)

Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA. - Lifeng Qiao; Peng Ye 006; Yuchen Ren 001; Weiqiang Bai; Chaoqi Liang; Xinzhu Ma; Nanqing Dong; Wanli Ouyang (NeurIPS, 2024)

BEACON: Benchmark for Comprehensive RNA Tasks and Language Models. - Yuchen Ren 001; Zhiyuan Chen; Lifeng Qiao; Hongtai Jing; Yuchen Cai; Sheng Xu; Peng Ye 006; Xinzhu Ma; Siqi Sun; Hongliang Yan; Dong Yuan; Wanli Ouyang; et al. (NeurIPS, 2024)

Δ-DiT: A Training-Free Acceleration Method Tailored for Diffusion Transformers. - Pengtao Chen; Mingzhu Shen; Peng Ye 006; Jianjian Cao; Chongjun Tu; Christos-Savvas Bouganis; Yiren Zhao; Tao Chen 003 (CoRR, 2024)

Adapter-X: A Novel General Parameter-Efficient Fine-Tuning Framework for Vision. - Minglei Li; Peng Ye 006; Yongqi Huang; Lin Zhang; Tao Chen 003; Tong He 001; Jiayuan Fan 001; Wanli Ouyang (CoRR, 2024)

DynaSurfGS: Dynamic Surface Reconstruction with Planar-based Gaussian Splatting. - Weiwei Cai; Weicai Ye; Peng Ye 006; Tong He 001; Tao Chen 003 (CoRR, 2024)

COMET: Benchmark for Comprehensive Biological Multi-omics Evaluation Tasks and Language Models. - Yuchen Ren 001; Wenwei Han; Qianyuan Zhang; Yining Tang; Weiqiang Bai; Yuchen Cai; Lifeng Qiao; Hao Jiang; Dong Yuan; Tao Chen 003; Siqi Sun; Pan Tan; et al. (CoRR, 2024)

Biology Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models. - Haonan He; Yuchen Ren 001; Yining Tang; Ziyang Xu; Junxian Li 001; Minghao Yang; Di Zhang; Dong Yuan; Tao Chen 003; Shufei Zhang; Yuqiang Li; Nanqing Dong; et al. (CoRR, 2024)

Latency-Aware Neural Architecture Performance Predictor With Query-to-Tier Technique. - Bicheng Guo; Lilin Xu; Tao Chen 003; Peng Ye 006; Shibo He; Haoyu Liu; Jiming Chen 001 (IEEE Trans. Circuits Syst. Video Technol., 2024)

U²ConvFormer: Marrying and Evolving Nested U-Net and Scale-Aware Transformer for Hyperspectral Image Classification. - Lin Zhan; Peng Ye 006; Jiayuan Fan 001; Tao Chen 003 (IEEE Trans. Geosci. Remote. Sens., 2024)

Exploring Multi-Timestep Multi-Stage Diffusion Features for Hyperspectral Image Classification. - Jingyi Zhou; Jiamu Sheng; Peng Ye 006; Jiayuan Fan 001; Tong He 001; Bin Wang 008; Tao Chen 003 (IEEE Trans. Geosci. Remote. Sens., 2024)

DeNKD: Decoupled Non-Target Knowledge Distillation for Complementing Transformer-Based Unsupervised Domain Adaptation. - Zhen Mei; Peng Ye 006; Baopu Li; Tao Chen 003; Jiayuan Fan 001; Wanli Ouyang (IEEE Trans. Circuits Syst. Video Technol., 2024)

MMID-Bench: A Comprehensive Benchmark for Multi-Domain Multi-Category Intrusion Detection. - Fujun Han; Peng Ye 006; Chunyan She; Shukai Duan 001; Lidan Wang 001; Derong Liu 001 (IEEE Trans. Intell. Veh., 2024)

All-in-One: Transferring Vision Foundation Models into Stereo Matching. - Jingyi Zhou; Haoyu Zhang; Jiakang Yuan; Peng Ye 006; Tao Chen 003; Hao Jiang; Meiya Chen; Yangyang Zhang (AAAI, 2025)

DeRS: Towards Extremely Efficient Upcycled Mixture-of-Experts Models. - Yongqi Huang; Peng Ye 006; Chenyu Huang; Jianjian Cao; Lin Zhang; Baopu Li; Gang Yu 002; Tao Chen 003 (CVPR, 2025)

Less is More: Efficient Model Merging with Binary Task Switch. - Biqing Qi; Fangyuan Li; Zhen Wang 004; Junqi Gao; Dong Li 016; Peng Ye 006; Bowen Zhou 002 (CVPR, 2025)

Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning. - Di Zhang; Jingdi Lei; Junxian Li 001; Xunzhi Wang; Yujie Liu; Zonglin Yang 001; Jiatong Li 003; Weida Wang; Suorong Yang; Jianbo Wu; Peng Ye 006; Wanli Ouyang; et al. (CVPR, 2025)

Revisiting Convolution Architecture in the Realm of DNA Foundation Models. - Yu Bo; Weian Mao; Yanjun Shao; Weiqiang Bai; Peng Ye 006; Xinzhu Ma; Junbo Zhao; Hao Chen 041; Chunhua Shen (ICLR, 2025)

HiSplat: Hierarchical 3D Gaussian Splatting for Generalizable Sparse-View Reconstruction. - Shengji Tang; Weicai Ye; Peng Ye 006; Weihao Lin 002; Yang Zhou; Tao Chen 003; Wanli Ouyang (ICLR, 2025)

A CLIP-Powered Framework for Robust and Generalizable Data Selection. - Suorong Yang; Peng Ye 006; Wanli Ouyang; Dongzhan Zhou; Furao Shen (ICLR, 2025)

Illuminating the night: A light source-aware and exposure-balanced low-light enhancement approach for real nighttime scenes. - Mohammad Mahdizadeh; Shijie Chen; Peng Ye 006 (Digit. Signal Process., 2025)

ClipSAM: CLIP and SAM collaboration for zero-shot anomaly segmentation. - Shengze Li; Jianjian Cao; Peng Ye 006; Yuhan Ding; Chongjun Tu; Tao Chen 003 (Neurocomputing, 2025)

Enhancing visibility in hazy conditions: A multimodal multispectral image dehazing approach. - Mohammad Mahdizadeh; Peng Ye 006; Shaoqing Zhao (J. Vis. Commun. Image Represent., 2025)

MF-ID: A Benchmark and Approach for Multi-Category Fine-Grained Intrusion Detection. - Fujun Han; Peng Ye 006; Ke Li; Shukai Duan 001; Lidan Wang 001 (IEEE Trans Autom. Sci. Eng., 2025)

DualMamba: A Lightweight Spectral-Spatial Mamba-Convolution Network for Hyperspectral Image Classification. - Jiamu Sheng; Jingyi Zhou; Jiong Wang; Peng Ye 006; Jiayuan Fan 001 (IEEE Trans. Geosci. Remote. Sens., 2025)

Multi-Level Decoupled Relational Distillation for Heterogeneous Architectures. - Yaoxin Yang; Peng Ye 006; Weihao Lin 002; Kangcong Li; Yan Wen 005; Jia Hao; Tao Chen 003 (CoRR, 2025)

GoRA: Gradient-driven Adaptive Low Rank Adaptation. - Haonan He; Peng Ye 006; Yuchen Ren 001; Yuan Yuan; Lei Chen (CoRR, 2025)

Efficient Architecture Search via Bi-Level Data Pruning. - Chongjun Tu; Peng Ye 006; Weihao Lin 002; Hancheng Ye; Chong Yu; Tao Chen 003; Baopu Li; Wanli Ouyang (IEEE Trans. Circuits Syst. Video Technol., 2025)

Nature-Inspired Population-Based Evolution of Large Language Models. - Yiqun Zhang; Peng Ye 006; Xiaocui Yang; Shi Feng 001; Shufei Zhang; Lei Bai 001; Wanli Ouyang; Shuyue Hu (CoRR, 2025)

Seeing Delta Parameters as JPEG Images: Data-Free Delta Compression with Discrete Cosine Transform. - Chenyu Huang; Peng Ye 006; Xiaohui Wang; Shenghe Zheng; Biqing Qi; Lei Bai 001; Wanli Ouyang; Tao Chen 003 (CoRR, 2025)

Attention Reallocation: Towards Zero-cost and Controllable Hallucination Mitigation of MLLMs. - Chongjun Tu; Peng Ye 006; Dongzhan Zhou; Lei Bai 001; Gang Yu 002; Tao Chen 003; Wanli Ouyang (CoRR, 2025)

TokenCarve: Information-Preserving Visual Token Compression in Multimodal Large Language Models. - Xudong Tan; Peng Ye 006; Chongjun Tu; Jianjian Cao; Yaoxin Yang; Lin Zhang; Dongzhan Zhou; Tao Chen 003 (CoRR, 2025)

FAVOR-Bench: A Comprehensive Benchmark for Fine-Grained Video Motion Understanding. - Chongjun Tu; Lin Zhang; Pengtao Chen; Peng Ye 006; Xianfang Zeng; Wei Cheng; Gang Yu 002; Tao Chen 003 (CoRR, 2025)

Consistency-aware Self-Training for Iterative-based Stereo Matching. - Jingyi Zhou; Peng Ye 006; Haoyu Zhang; Jiakang Yuan; Rao Qiang; Yangchenxu Liu; Wu Cailin; Feng Xu; Tao Chen 003 (CoRR, 2025)

When Dynamic Data Selection Meets Data Augmentation. - Suorong Yang; Peng Ye 006; Furao Shen; Dongzhan Zhou (CoRR, 2025)

Dynamic Base model Shift for Delta Compression. - Chenyu Huang; Peng Ye 006; Shenghe Zheng; Xiaohui Wang; Lei Bai 001; Tao Chen 003; Wanli Ouyang (CoRR, 2025)

Breaking the Compression Ceiling: Data-Free Pipeline for Ultra-Efficient Delta Compression. - Xiaohui Wang; Peng Ye 006; Chenyu Huang; Shenghe Zheng; Bo Zhang 069; Wanli Ouyang; Tao Chen 003 (CoRR, 2025)

Decouple and Orthogonalize: A Data-Free Framework for LoRA Merging. - Shenghe Zheng; Hongzhi Wang; Chenyu Huang; Xiaohui Wang; Tao Chen 003; Jiayuan Fan 001; Shuyue Hu; Peng Ye 006 (CoRR, 2025)

NovelSeek: When Agent Becomes the Scientist - Building Closed-Loop System from Hypothesis to Verification. - Bo Zhang 069; Shiyang Feng; Xiangchao Yan; Jiakang Yuan; Zhiyin Yu; Xiaohan He; Songtao Huang; Shaowei Hou; Zheng Nie; Zhilong Wang; Jinyao Liu; Runmin Ma; et al. (CoRR, 2025)

Doc-CoB: Enhancing Multi-Modal Document Understanding with Visual Chain-of-Boxes Reasoning. - Ye Mo; Zirui Shao; Kai Ye 006; Xianwei Mao; Bo Zhang 069; Hangdi Xing; Peng Ye 006; Gang Huang; Kehan Chen; Zhou Huan; Zixu Yan; Sheng Zhou 004 (CoRR, 2025)

The Avengers: A Simple Recipe for Uniting Smaller Language Models to Challenge Proprietary Giants. - Yiqun Zhang; Hao Li; Chenxu Wang; Linyao Chen; Qiaosheng Zhang; Peng Ye 006; Shi Feng 001; Daling Wang; Zhen Wang; Xinrun Wang; Jia Xu; Lei Bai 001; et al. (CoRR, 2025)

Think Twice, Act Once: Token-Aware Compression and Action Reuse for Efficient Inference in Vision-Language-Action Models. - Xudong Tan; Yaoxin Yang; Peng Ye 006; Jialin Zheng; Bizhe Bai; Xinyi Wang; Jia Hao; Tao Chen 003 (CoRR, 2025)

BridgeNet: Comprehensive and Effective Feature Interactions via Bridge Feature for Multi-Task Dense Predictions. - Jingdong Zhang 003; Jiayuan Fan 001; Peng Ye 006; Bo Zhang 069; Hancheng Ye; Baopu Li; Yancheng Cai; Tao Chen 003 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Scaling Physical Reasoning with the PHYSICS Dataset. - Shenghe Zheng; Qianjia Cheng; Junchi Yao; Mengsong Wu; Haonan He; Ning Ding 002; Yu Cheng; Shuyue Hu; Lei Bai 001; Dongzhan Zhou; Ganqu Cui; Peng Ye 006 (CoRR, 2025)

Control-R: Towards controllable test-time scaling. - Di Zhang; Weida Wang; Junxian Li 001; Xunzhi Wang; Jiatong Li 003; Jianbo Wu; Jingdi Lei; Haonan He; Peng Ye 006; Shufei Zhang; Wanli Ouyang; Yuqiang Li; et al. (CoRR, 2025)

Sparse-vDiT: Unleashing the Power of Sparse Attention to Accelerate Video Diffusion Transformers. - Pengtao Chen; Xianfang Zeng; Maosen Zhao; Peng Ye 006; Mingzhu Shen; Wei Cheng; Gang Yu 002; Tao Chen 003 (CoRR, 2025)

PaceLLM: Brain-Inspired Large Language Models for Long-Context Understanding. - Kangcong Li; Peng Ye 006; Chongjun Tu; Lin Zhang; Chunfeng Song; Jiamin Wu; Tao Yang; Qihao Zheng; Tao Chen 003 (CoRR, 2025)

Multimodal-Guided Dynamic Dataset Pruning for Robust and Efficient Data-Centric Learning. - Suorong Yang; Peijia Li; Yujie Liu; Zhiming Xu; Peng Ye 006; Wanli Ouyang; Furao Shen; Dongzhan Zhou (CoRR, 2025)

Open-Source LLMs Collaboration Beats Closed-Source LLMs: A Scalable Multi-Agent System. - Shengji Tang; Jianjian Cao; Weihao Lin 002; Jiale Hong; Bo Zhang 069; Shuyue Hu; Lei Bai 001; Tao Chen 003; Wanli Ouyang; Peng Ye 006 (CoRR, 2025)

CTTS: Collective Test-Time Scaling. - Zhende Song; Shengji Tang; Peng Ye 006; Jiayuan Fan 001; Tao Chen 003 (CoRR, 2025)

Wisdom of the Crowd: Reinforcement Learning from Coevolutionary Collective Feedback. - Wenzhen Yuan 002; Shengji Tang; Weihao Lin 002; Jiacheng Ruan; Ganqu Cui; Bo Zhang 069; Tao Chen 003; Ting Liu 016; Yuzhuo Fu; Peng Ye 006; Lei Bai 001 (CoRR, 2025)

Beyond GPT-5: Making LLMs Cheaper and Better via Performance-Efficiency Optimized Routing. - Yiqun Zhang; Hao Li; Jianhao Chen; Hangfan Zhang; Peng Ye 006; Lei Bai 001; Shuyue Hu (CoRR, 2025)

Stimulative Training++: Go Beyond the Performance Limits of Residual Networks. - Peng Ye 006; Tong He 001; Shengji Tang; Baopu Li; Tao Chen 003; Lei Bai 001; Wanli Ouyang (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Dynamic Model Merging With Mixture of Weights. - Peng Ye 006; Chenyu Huang; Mingzhu Shen; Tao Chen 003; Yongqi Huang; Wanli Ouyang (IEEE Trans. Circuits Syst. Video Technol., 2025)