publications
Latest update can be found at Google Scholar.
2025
- TPAMIHOT: An Efficient Halpern Accelerating Algorithm for Optimal Transport ProblemsIEEE Transactions on Pattern Analysis and Machine Intelligence (accepted), 2025
- SIGIRAddressing Missing Data Issue for Diffusion-based RecommendationThe 48th International ACM SIGIR Conference on Research and Development in Information Retrieval (accepted), 2025
- SIOPTAccelerating Preconditioned ADMM via Degenerate Proximal Point MappingsSIAM Journal on Optimization (accepted), 2025
- arXivEnhancing Input-Label Mapping in In-Context Learning with Contrastive DecodingarXiv:2502.13738, 2025
- arXivAddressing Delayed Feedback in Conversion Rate Prediction via Influence FunctionsarXiv:2502.01669, 2025
- ICLRA Tight Convergence Analysis of Inexact Stochastic Proximal Point Algorithm for Stochastic Composite Optimization ProblemsThe Thirteenth International Conference on Learning Representations (Accepted), 2025
- ICLRUnified Parameter-Efficient Unlearning for LLMsThe Thirteenth International Conference on Learning Representations (Accepted), 2025
- arXivPeaceman-Rachford Splitting Method Converges Ergodically for Solving Convex Optimization ProblemsarXiv:2501.07807, 2025
2024
- arXivA Survey on Large Language Model-based Agents for Statistics and Data SciencearXiv:2412.14222, 2024
- arXiv
- arXiv
- arXivHPR-LP: An implementation of an HPR method for solving linear programmingarXiv:2408.12179, 2024
- arXivAdaptive Self-supervised Robust Clustering for Unstructured Data with Unknown Cluster NumberarXiv:2407.20119, 2024
- arXiv
- SIOPTAn Efficient Sieving based Secant Method for Sparse Optimization Problems with Least-squares ConstraintsSIAM Journal on Optimization, 2024
- ACLRevisiting Demonstration Selection Strategies in In-Context LearningThe 62nd Annual Meeting of the Association for Computational Linguistics, 2024
- ICMLCollective Certified Robustness against Graph Injection AttacksProceedings of the 41th International Conference on Machine Learning, 2024
- SIGIRLLaRA: Large Language-Recommendation AssistantThe 47th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2024
2023
- TNNLSUnderstanding Deep Learning via Decision BoundaryIEEE Transactions on Neural Networks and Learning Systems, 2023
- OMSA Highly Efficient Algorithm for Solving Exclusive Lasso ProblemsOptimization Methods and Software, 2023
- arXivRandomly Projected Convex Clustering Model: Motivation, Realization, and Cluster Recovery GuaranteesarXiv:2303.16841, 2023
2022
- SIOPTA Dimension Reduction Technique for Large-Scale Structured Sparse Optimization Problems with Application to Convex ClusteringSIAM Journal on Optimization, 2022
- arXivAn Efficient HPR Algorithm for the Wasserstein Barycenter Problem with O(Dim(P)/ε) Computational ComplexityarXiv:2211.14881, 2022
2021
- WWWLearning Intents behind Interactions with Knowledge Graph for RecommendationProceedings of the ACM Web Conference, 2021