Li Shen 0008 - researchr alias

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Viewing Publication 1 - 100 from 162

2026

Release the Potential of Memory Buffer in Continual Learning: A Dynamic System PerspectiveZhenyi Wang 0001, Li Shen 0008, Tiehang Duan, Yanjun Zhu, Tongliang Liu, Mingchen Gao, Dacheng Tao. pami, 48(2):1811-1824, February 2026. [doi]

Subspace based Federated UnlearningGuanghao Li 0002, Li Shen 0008, Yan Sun, Yue Hu, Han Hu 0003, Dacheng Tao. tmlr, 2026, 2026. [doi]

Efficient and Effective Weight-Ensembling Mixture of Experts for Multi-Task Model MergingLi Shen 0008, Anke Tang, Enneng Yang, Guibing Guo, Yong Luo 0002, Lefei Zhang, Xiaochun Cao, Bo Du 0001, Dacheng Tao. pami, 48(3):2329-2341, March 2026. [doi]

Adaptive Batch Size Time Evolving Stochastic Gradient Descent for Federated LearningXuming An, Li Shen 0008, Yong Luo 0002, Han Hu 0003, Dacheng Tao. pami, 48(2):1158-1170, February 2026. [doi]

Teleportation: Defense Against Stealing Attacks of Data-Driven Healthcare APIsTiehang Duan, Zhenyi Wang 0001, Li Shen 0008, Siyu Luan, Fang Li 0011, Gianfranco Doretto, Donald A. Adjeroh, Shuteng Niu, Jianfu Li, Cui Tao. tai, 7(3):1273-1289, March 2026. [doi]

Prompt tuning with preference ranking for few-shot pre-trained decision transformerShengchao Hu, Li Shen 0008, Ya Zhang 0002, Dacheng Tao. chinaf, 69(1), 2026. [doi]

Communication Learning in Multi-Agent Systems From Graph Modeling PerspectiveShengchao Hu, Ziqing Fan, Li Shen 0008, Ya Zhang 0002, Dacheng Tao. tkde, 38(4):2209-2220, April 2026. [doi]

Task-Distributionally Robust Data-Free Meta-LearningZixuan Hu, Yongxian Wei, Li Shen 0008, Zhenyi Wang 0001, Baoyuan Wu, Chun Yuan 0003, Dacheng Tao. pami, 48(1):436-447, January 2026. [doi]

Prodigal: Backdoor defense for federated learning beyond robust aggregationGuozhi Liu, Weiwei Lin 0001, Tiansheng Huang, Fang Shi, Xiumin Wang 0005, Li Shen 0008. kbs, 333:114903, 2026. [doi]

Decentralized Partial Model Personalization With Guaranteed Nonconvex ConvergenceYifan Shi, Yingqi Liu, Yan Sun, Zihao Lin 0003, Xueqian Wang 0001, Li Shen 0008, Xiaochun Cao, Dacheng Tao. ton, 34:3782-3791, 2026. [doi]

Toward Understanding Generalization and Stability Gaps Between Centralized and Decentralized Federated LearningYan Sun, Li Shen 0008, Dacheng Tao. pami, 48(4):4744-4755, April 2026. [doi]

Zero-Shot Sparse Mixture of Low-Rank Experts Construction From Pre-Trained Foundation ModelsAnke Tang, Li Shen 0008, Yong Luo 0002, Shuai Xie, Han Hu 0003, Lefei Zhang, Bo Du 0001, Dacheng Tao. pami, 48(2):1145-1157, February 2026. [doi]

Probability-Guided Contrastive Learning for Long-Tailed Domain GeneralizationMengzhu Wang, Houcheng Su, Shanshan Wang 0008, Nan Yin, Long Lan, Liang Yang 0002, Li Shen 0008. tbd, 12(2):416-429, April 2026. [doi]

EEformer: Early Exiting for Transformer With Global-Local Exits and Progressive Fine-TuningGuanyu Xu, Jiawei Hao, Yong Luo 0002, Li Shen 0008, Han Hu 0003, Dan Zeng 0001. tmm, 28:1352-1364, 2026. [doi]

Towards understanding memory buffer based continual learningGuodong Zheng, Peng Wang, Tao Sun 0005, Li Shen 0008. NN, 197:108522, 2026. [doi]

2025

ScaleNet: Scaling up Pretrained Neural Networks With Incremental ParametersZhiwei Hao 0001, Jianyuan Guo, Li Shen 0008, Kai Han 0002, Yehui Tang, Han Hu 0003, Yunhe Wang 0001. TIP, 34:7109-7122, 2025. [doi]

A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual LearningZhenyi Wang 0001, Enneng Yang, Li Shen 0008, Heng Huang. pami, 47(3):1464-1483, March 2025. [doi]

Vulnerability-Aware Alignment: Mitigating Uneven Forgetting in Harmful Fine-TuningLiang Chen 0001, Xueting Han, Li Shen 0008, Jing Bai, Kam-Fai Wong. icml 2025: [doi]

PEARL: Towards Permutation-Resilient LLMsLiang Chen 0001, Li Shen 0008, Yang Deng 0002, Xiaoyan Zhao, Bin Liang 0004, Kam-Fai Wong. iclr 2025: [doi]

Aligning Text-to-Image Diffusion Models With Constrained Reinforcement LearningZiyi Zhang 0001, Sen Zhang 0006, Li Shen 0008, Yibing Zhan, Yong Luo 0002, Han Hu 0003, Bo Du 0001, Yonggang Wen 0001, Dacheng Tao. pami, 47(11):9550-9562, November 2025. [doi]

Multinoulli Extension: A Lossless Yet Effective Probabilistic Framework for Subset Selection over Partition ConstraintsQixin Zhang 0001, Wei Huang, Can Jin, Puning Zhao, Yao Shu, Li Shen 0008, Dacheng Tao. icml 2025: [doi]

Communication-efficient distributed learning with Local Immediate Error CompensationYifei Cheng 0002, Li Shen 0008, Linli Xu, Xun Qian, Shiwei Wu, Yiming Zhou, Tie Zhang, Dacheng Tao, Enhong Chen. NN, 188:107471, 2025. [doi]

Cross-Domain Diffusion With Progressive Alignment for Efficient Adaptive RetrievalJunyu Luo 0002, Yusheng Zhao, Xiao Luo 0001, Zhiping Xiao 0001, Wei Ju, Li Shen 0008, Dacheng Tao, Ming Zhang 0004. TIP, 34:1820-1834, 2025. [doi]

Are Large Language Models Really Robust to Word-Level Perturbations?Haoyu Wang 0003, Guozheng Ma, Cong Yu 0018, Ning Gui, Linrui Zhang, Zhiqi Huang 0005, Suwei Ma, Yongzhe Chang, Sen Zhang 0006, Li Shen 0008, Xueqian Wang 0001, Peilin Zhao, Dacheng Tao. tmlr, 2025, 2025. [doi]

On Nonconvex SGD Under Unbounded Noise With Weak Gradient Lipschitz and Delayed Stochastic GradientTao Sun 0005, Li Shen 0008, Xinwang Liu 0002. pami, 47(8):7053-7063, August 2025. [doi]

Targeted Low-rank Refinement: Enhancing Sparse Language Models with PrecisionLi Shen 0008, Anke Tang, Yong Luo 0002, Tao Sun 0005, Han Hu 0003, Xiaochun Cao. icml 2025: [doi]

On Efficient Training of Large-Scale Deep Learning ModelsLi Shen 0008, Yan Sun, Zhiyuan Yu, Liang Ding 0006, Xinmei Tian 0001, Dacheng Tao. ACM Comput. Surv., 57(3), March 2025. [doi]

Safety Reasoning with GuidelinesHaoyu Wang 0018, Zeyu Qin, Li Shen 0008, Xueqian Wang 0001, Dacheng Tao, Minhao Cheng. icml 2025: [doi]

Federated Learning With Only Positive Labels by Exploring Label CorrelationsXuming An, Dui Wang, Li Shen 0008, Yong Luo 0002, Han Hu 0003, Bo Du 0001, Yonggang Wen 0001, Dacheng Tao. tnn, 36(4):7651-7665, April 2025. [doi]

Toward Understanding the Generalizability of Delayed Stochastic Gradient DescentXiaoge Deng, Li Shen 0008, Shengwei Li, Tao Sun 0005, Dongsheng Li 0001, Dacheng Tao. pami, 47(9):7976-7986, September 2025. [doi]

Combatting Dimensional Collapse in LLM Pre-Training Data via Submodular File SelectionZiqing Fan, Siyuan Du, Shengchao Hu, Pingjie Wang, Li Shen 0008, Ya Zhang 0002, Dacheng Tao, Yanfeng Wang 0001. iclr 2025: [doi]

ADEM-VL: Adaptive and Embedded Fusion for Efficient Vision-Language TuningZhiwei Hao, Jianyuan Guo, Li Shen 0008, Yong Luo 0002, Han Hu 0003, Yonggang Wen 0001. ijcv, 133(8):5527-5543, August 2025. [doi]

Graph decision transformer for offline reinforcement learningShengchao Hu, Li Shen 0008, Ya Zhang 0002, Dacheng Tao. chinaf, 68(6), 2025. [doi]

Continual Diffuser (CoD): Mastering Continual Offline RL With Experience RehearsalJifeng Hu, Li Shen 0008, Sili Huang, Zhejian Yang, Hechang Chen, Lichao Sun 0001, Yi Chang 0001, Dacheng Tao. tnn, 36(12):20429-20443, December 2025. [doi]

LoRA Recycle: Unlocking Tuning-Free Few-Shot Adaptability in Visual Foundation Models by Recycling Pre-Tuned LoRAsZixuan Hu, Yongxian Wei, Li Shen 0008, Chun Yuan, Dacheng Tao. cvpr 2025: 25026-25037 [doi]

Prompt Tuning with Diffusion for Few-Shot Pre-trained Policy GeneralizationShengchao Hu, Wanru Zhao, Weixiong Lin, Li Shen 0008, Ya Zhang 0002, Dacheng Tao. ifaamas 2025: 2556-2558 [doi]

A Pyramid Fusion MLP for Dense PredictionQiuyu Huang, Zequn Jie, Lin Ma 0002, Li Shen 0008, Shenqi Lai. TIP, 34:455-467, 2025. [doi]

Winning Prize Comes from Losing Tickets: Improve Invariant Learning by Exploring Variant Parameters for Out-of-Distribution GeneralizationZhuo Huang, Muyang Li, Li Shen 0008, Jun Yu 0001, Chen Gong 0002, Bo Han 0003, Tongliang Liu. ijcv, 133(1):456-474, January 2025. [doi]

QPO: Query-dependent Prompt Optimization via Multi-Loop Offline Reinforcement LearningYilun Kong, Hangyu Mao, Qi Zhao, Bin Zhang 0052, Jingqing Ruan, Li Shen 0008, Yongzhe Chang, Xueqian Wang 0001, Rui Zhao 0001, Dacheng Tao. tmlr, 2025, 2025. [doi]

Mastering Massive Multi-Task Reinforcement Learning via Mixture-of-Expert Decision TransformerYilun Kong, Guozheng Ma, Qi Zhao, Haoyu Wang 0018, Li Shen 0008, Xueqian Wang 0001, Dacheng Tao. icml 2025: [doi]

Asymmetrically Decentralized Federated LearningQinglun Li, Miao Zhang, Nan Yin, Quanjun Yin, Li Shen 0008, Xiaochun Cao. TC, 74(8):2745-2756, August 2025. [doi]

DFedGFM: Pursuing global consistency for Decentralized Federated Learning via global flatness and global momentumQinglun Li, Miao Zhang, Tao Sun 0005, Quanjun Yin, Li Shen 0008. NN, 184:107084, 2025. [doi]

Hypernetwork Aggregation for Decentralized Personalized Federated LearningWeishi Li, Yong Peng 0006, Mengyao Du, Fuhui Sun, Xiaoyan Wang, Li Shen 0008. IJCAI 2025: 1440-1448 [doi]

DFedADMM: Dual Constraint Controlled Model Inconsistency for Decentralize Federated LearningQinglun Li, Li Shen 0008, Guanghao Li, Quanjun Yin, Dacheng Tao. pami, 47(6):4803-4815, June 2025. [doi]

Targeted Vaccine: Safety Alignment for Large Language Models Against Harmful Fine-Tuning via Layer-Wise PerturbationGuozhi Liu, Weiwei Lin 0001, Qi Mu, Tiansheng Huang, Ruichao Mo, Yuren Tao, Li Shen 0008. tifs, 20:10806-10817, 2025. [doi]

AdaptiveFL: Communication-Adaptive Federated Learning Under Dynamic BandwidthGuozhi Liu, Weiwei Lin 0001, Tiansheng Huang, Fang Shi, Wentai Wu, Li Shen 0008. tnn, 36(9):17199-17211, September 2025. [doi]

Understanding the Stability-based Generalization of Personalized Federated LearningYingqi Liu, Qinglun Li, Jie Tang 0001, Yifan Shi, Li Shen 0008, Xiaochun Cao. iclr 2025: [doi]

Dynamic Neural Fortresses: An Adaptive Shield for Model Extraction DefenseSiyu Luan, Zhenyi Wang 0001, Li Shen 0008, Zonghua Gu 0001, Chao Wu, Dacheng Tao. iclr 2025: [doi]

Network Sparsity Unlocks the Scaling Potential of Deep Reinforcement LearningGuozheng Ma, Lu Li, Zilin Wang 0002, Li Shen 0008, Pierre-Luc Bacon, Dacheng Tao. icml 2025: [doi]

Systematic Investigation of Sparse Perturbed Sharpness-Aware Minimization OptimizerPeng Mi, Li Shen 0008, Tianhe Ren, Yiyi Zhou, Tianshuo Xu, Xiaoshuai Sun, Tongliang Liu, Rongrong Ji, Dacheng Tao. pami, 47(10):8538-8549, October 2025. [doi]

Toward the Flatter Landscape and Better Generalization in Federated Learning Under Client-Level Differential PrivacyYifan Shi, Kang Wei 0004, Li Shen 0008, Yingqi Liu, Xueqian Wang 0001, Bo Yuan 0003, Dacheng Tao. pami, 47(12):11632-11643, December 2025. [doi]

Dynamic Analysis and Adaptive Discriminator for Fake News DetectionXinqi Su, Zitong Yu, Yawen Cui, Ajian Liu 0001, Xun Lin, Yuhao Wang, Haochen Liang, Wenhui Li, Li Shen 0008, Xiaochun Cao. mm 2025: 8164-8173 [doi]

Data-Adaptive Weight-Ensembling for Multi-task Model FusionAnke Tang, Li Shen 0008, Yong Luo 0002, Shiwei Liu 0003, Han Hu 0003, Bo Du 0001, Dacheng Tao. ijcv, 133(8):5396-5412, August 2025. [doi]

FusionBench: A Unified Library and Comprehensive Benchmark for Deep Model FusionAnke Tang, Li Shen 0008, Yong Luo 0002, Enneng Yang, Han Hu 0003, Lefei Zhang, Bo Du 0001, Dacheng Tao. jmlr, 26, 2025. [doi]

DGL-GAN: discriminator-guided GAN compressionYuesong Tian, Li Shen 0008, Xiang Tian 0002, Dacheng Tao, Zhifeng Li 0001, Wei Liu 0005, Yaowu Chen. vc, 41(7):4639-4660, May 2025. [doi]

GraphCL: Graph-based Clustering for Semi-Supervised Medical Image SegmentationMengzhu Wang, Houcheng Su, Jiao Li, Chuan Li, Nan Yin, Li Shen 0008, Jingcai Guo. icml 2025: [doi]

Divide, Conquer and Combine: A Training-Free Framework for High-Resolution Image Perception in Multimodal Large Language ModelsWenbin Wang, Liang Ding 0006, Minyan Zeng, Xiabin Zhou, Li Shen 0008, Yong Luo 0002, Wei Yu 0004, Dacheng Tao. AAAI 2025: 7907-7915 [doi]

Retrieval-Augmented Perception: High-resolution Image Perception Meets Visual RAGWenbin Wang, Yongcheng Jing, Liang Ding 0006, Yingjie Wang, Li Shen 0008, Yong Luo 0002, Bo Du 0001, Dacheng Tao. icml 2025: [doi]

Graph Convolutional Mixture-of-Experts Learner Network for Long-Tailed Domain GeneralizationMengzhu Wang, Houcheng Su, Sijia Wang, Shanshan Wang 0008, Nan Yin, Li Shen 0008, Long Lan, Liang Yang 0002, Xiaochun Cao. tcsv, 35(7):6936-6947, July 2025. [doi]

Modeling Multi-Task Model Merging as Adaptive Projective Gradient DescentYongxian Wei, Anke Tang, Li Shen 0008, Zixuan Hu, Chun Yuan 0003, Xiaochun Cao. icml 2025: [doi]

Constraint Boundary Wandering Framework: Enhancing Constrained Optimization With Deep Neural NetworksShuang Wu, Shixiang Chen, Li Shen 0008, Lefei Zhang, Dacheng Tao. pami, 47(8):6369-6381, August 2025. [doi]

Edit Once, Update Everywhere: A Simple Framework for Cross-Lingual Knowledge Synchronization in LLMsYuchen Wu, Liang Ding 0006, Li Shen 0008, Dacheng Tao. acl 2025: 23282-23302 [doi]

Robust Knowledge Editing via Explicit Reasoning Chains for Distractor-Resilient Multi-Hop QAYuchen Wu, Liang Ding 0006, Li Shen 0008, Dacheng Tao. emnlp 2025: 14578-14586 [doi]

CoFormer: Collaborating With Heterogeneous Edge Devices for Scalable Transformer InferenceGuanyu Xu, Zhiwei Hao 0001, Li Shen 0008, Yong Luo 0002, Fuhui Sun, Xiaoyan Wang, Han Hu 0003, Yonggang Wen 0001. TC, 74(12):4010-4024, December 2025. [doi]

Enhancing column generation by reinforcement learning-based hyper-heuristic for vehicle routing and scheduling problemsKuan Xu, Li Shen 0008, Lindong Liu 0001. candie, 206:111138, 2025. [doi]

Sequential Federated Learning in Hierarchical Architecture on Non-IID DatasetsXingrun Yan, Shiyuan Zuo, Rongfei Fan, Han Hu 0003, Li Shen 0008, Puning Zhao, Yong Luo 0002. tmc, 24(10):11110-11124, October 2025. [doi]

Revisiting Flatness-Aware Optimization in Continual Learning With Orthogonal Gradient ProjectionEnneng Yang, Li Shen 0008, Zhenyi Wang 0001, Shiwei Liu 0003, Guibing Guo, Xing-Wei Wang 0001, Dacheng Tao. pami, 47(5):3895-3907, May 2025. [doi]

DREAM: A Dual Variational Framework for Unsupervised Graph Domain AdaptationNan Yin, Li Shen 0008, Mengzhu Wang, Xinwang Liu 0002, Chong Chen 0002, Xian-Sheng Hua 0001. pami, 47(11):10787-10800, November 2025. [doi]

Building accurate translation-tailored large language models with language-aware instruction tuningChangtong Zan, Liang Ding 0006, Li Shen 0008, Yibing Zhan, Xinghao Yang, Weifeng Liu 0001. jzusc, 26(8):1341-1355, August 2025. [doi]

Code-switching finetuning: Bridging multilingual pretrained language models for enhanced cross-lingual performanceChangtong Zan, Liang Ding 0006, Li Shen 0008, Yu Cao, Weifeng Liu 0001. eaai, 139:109532, 2025. [doi]

Near-Optimal Online Learning for Multi-Agent Submodular Coordination: Tight Approximation and Communication EfficiencyQixin Zhang, Zongqi Wan, Yu Yang 0001, Li Shen 0008, Dacheng Tao. iclr 2025: [doi]

Contextual Bandits for Unbounded Context DistributionsPuning Zhao, Rongfei Fan, Shaowei Wang 0003, Li Shen 0008, Qixin Zhang 0001, Zong Ke, Tianhang Zheng. icml 2025: [doi]

Learning from models beyond fine-tuningHongling Zheng, Li Shen 0008, Anke Tang, Yong Luo 0002, Han Hu 0003, Bo Du 0001, Yonggang Wen 0001, Dacheng Tao. natmi, 7(1):6-17, 2025. [doi]

Decision Mixer: Integrating Long-term and Local Dependencies via Dynamic Token Selection for Decision-MakingHongling Zheng, Li Shen 0008, Yong Luo 0002, Deheng Ye, Bo Du 0001, Jialie Shen 0001, Dacheng Tao. icml 2025: [doi]

DynamicKV: Task-Aware Adaptive KV Cache Compression for Long Context LLMsXiabin Zhou, Wenbin Wang, Minyan Zeng, Jiaxian Guo, Xuebo Liu 0002, Li Shen 0008, Min Zhang 0005, Liang Ding 0006. emnlp 2025: 8042-8057 [doi]

Mask-Enhanced Autoregressive Prediction: Pay Less Attention to Learn MoreXialie Zhuang, Zhikai Jia, Jianjin Li, Zhenyu Zhang 0015, Li Shen 0008, Zheng Cao, Shiwei Liu 0003. icml 2025: [doi]

2024

A Unified Analysis of AdaGrad With Weighted Aggregation and Momentum AccelerationLi Shen 0008, Congliang Chen, Fangyu Zou, Zequn Jie, Ju Sun, Wei Liu 0005. tnn, 35(10):14482-14490, October 2024. [doi]

SGDA: Towards 3-D Universal Pulmonary Nodule Detection via Slice Grouped Domain AttentionRui Xu 0031, Zhi Liu 0002, Yong Luo 0002, Han Hu 0003, Li Shen 0008, Bo Du 0001, Kaiming Kuang, Jiancheng Yang. tcbb, 21(4):1093-1105, 2024. [doi]

Can Linguistic Knowledge Improve Multimodal Alignment in Vision-Language Pretraining?Fei Wang 0032, Liang Ding 0006, Jun Rao, Ye Liu, Li Shen 0008, Changxing Ding. tomccap, 20(12), December 2024. [doi]

Is C4 Dataset Optimal for Pruning? An Investigation of Calibration Data for LLM PruningAbhinav Bandari, Lu Yin 0006, Cheng-Yu Hsieh, Ajay Jaiswal, Tianlong Chen, Li Shen 0008, Ranjay Krishna, Shiwei Liu 0003. emnlp 2024: 18089-18099 [doi]

Is Mamba Compatible with Trajectory Optimization in Offline Reinforcement Learning?Yang Dai, Oubo Ma, Longfei Zhang, Xingxing Liang, Shengchao Hu, Mengzhu Wang, Shouling Ji, Jincai Huang 0001, Li Shen 0008. nips 2024: [doi]

Retain and Adapt: Online Sequential EEG Classification With Subject ShiftTiehang Duan, Zhenyi Wang, Li Shen 0008, Gianfranco Doretto, Donald A. Adjeroh, Fang Li, Cui Tao. tai, 5(9):4479-4492, September 2024. [doi]

Neural-aware Decoupling Fusion based Personalized Federated Learning for Intelligent SensingYujia Gao, Li Shen 0008, Liang Liu 0001, Zijian Cao 0002, Dacheng Tao, Huadong Ma, Nei Kato. tosn, 20(6), November 2024. [doi]

PrimKD: Primary Modality Guided Multimodal Fusion for RGB-D Semantic SegmentationZhiwei Hao, Zhongyu Xiao, Yong Luo 0002, Jianyuan Guo, Jing Wang 0055, Li Shen 0008, Han Hu 0003. mm 2024: 1943-1951 [doi]

Your Transferability Barrier is Fragile: Free-Lunch for Transferring the Non-Transferable LearningZiming Hong, Li Shen 0008, Tongliang Liu. cvpr 2024: 28805-28815 [doi]

Master-Slave Deep Architecture for Top-K Multiarmed Bandits With Nonlinear Bandit Feedback and Diversity ConstraintsHanchi Huang, Li Shen 0008, Deheng Ye, Wei Liu 0005. tnn, 35(12):17608-17619, December 2024. [doi]

MuEP: A Multimodal Benchmark for Embodied Planning with Foundation ModelsKanxue Li, Baosheng Yu, Qi Zheng, Yibing Zhan, Yuhui Zhang, Tianle Zhang, Yijun Yang, Yue Chen, Lei Sun, Qiong Cao, Li Shen 0008, Lusong Li, Dapeng Tao, Xiaodong He 0001. IJCAI 2024: 129-138 [doi]

Decentralized Directed Collaboration for Personalized Federated LearningYingqi Liu, Yifan Shi, Baoyuan Wu, Qinglun Li, Xueqian Wang 0001, Li Shen 0008. cvpr 2024: 23168-23178 [doi]

Uncovering, Explaining, and Mitigating the Superficial Safety of Backdoor DefenseRui Min, Zeyu Qin, Nevin L. Zhang, Li Shen 0008, Minhao Cheng. nips 2024: [doi]

Efficient Federated Learning With Enhanced Privacy via Lottery Ticket Pruning in Edge ComputingYifan Shi, Kang Wei, Li Shen 0008, Jun Li, Xueqian Wang 0001, Bo Yuan 0003, Song Guo 0001. tmc, 23(10):9946-9958, October 2024. [doi]

Multi-Scenario and Multi-Task Aware Feature Interaction for Recommendation SystemDerun Song, Enneng Yang, Guibing Guo, Li Shen 0008, Linying Jiang, Xingwei Wang 0001. tkdd, 18(6), July 2024. [doi]

AdaSAM: Boosting sharpness-aware minimization with adaptive learning rate and momentum for training deep neural networksHao Sun, Li Shen 0008, Qihuang Zhong, Liang Ding 0006, Shixiang Chen, Jingwei Sun 0001, Jing Li 0047, Guangzhong Sun, Dacheng Tao. NN, 169:506-519, January 2024. [doi]

Training A Secure Model Against Data-Free Model ExtractionZhenyi Wang, Li Shen 0008, Junfeng Guo, Tiehang Duan, Siyu Luan, Tongliang Liu, Mingchen Gao. eccv 2025: 323-340 [doi]

A Unified and General Framework for Continual LearningZhenyi Wang, Yan Li, Li Shen 0008, Heng Huang. iclr 2024: [doi]

Generalized Embedding Machines for Recommender SystemsEnneng Yang, Xin Xin 0007, Li Shen 0008, Yudong Luo, Guibing Guo. ijautcomp, 21(3):571-584, June 2024. [doi]

Continual Learning From a Stream of APIsEnneng Yang, Zhenyi Wang, Li Shen 0008, Nan Yin, Tongliang Liu, Guibing Guo, Xingwei Wang 0001, Dacheng Tao. pami, 46(12):11432-11445, December 2024. [doi]

Messages are Never Propagated Alone: Collaborative Hypergraph Neural Network for Time-Series ForecastingNan Yin, Li Shen 0008, Huan Xiong, Bin Gu 0001, Chong Chen 0002, Xian-Sheng Hua 0001, Siwei Liu 0001, Xiao Luo 0001. pami, 46(4):2333-2347, April 2024. [doi]

SPORT: A Subgraph Perspective on Graph Classification with Label NoiseNan Yin, Li Shen 0008, Chong Chen 0002, Xiansheng Hua 0001, Xiao Luo 0001. tkdd, 18(9), November 2024. [doi]

DREAM: Dual Structured Exploration with Mixup for Open-set Graph Domain AdaptionNan Yin, Mengzhu Wang, Zhenghan Chen, Li Shen 0008, Huan Xiong, Bin Gu 0001, Xiao Luo 0001. iclr 2024: [doi]

Revisiting Discrete Soft Actor-CriticHaibin Zhou, Tong Wei, Zichuan Lin, Junyou Li, Junliang Xing, Yuanchun Shi, Li Shen 0008, Chao Yu 0004, Deheng Ye. tmlr, 2024, 2024. [doi]

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