Publications
\* indicates my student, † indicates equal contribution
Peer-reviewed Articles
2025
- ICCV
Personalized Federated Learning under Local SupervisionInternational Conference on Computer Vision, 2025 - ICML
iDPA: Instance Decoupled Prompt Attention for Incremental Medical Object DetectionThe 42nd International Conference on Machine Learning, 2025 - ICML
Voronoi-grid-based Pareto Front Learning and Its Application to Collaborative Federated LearningThe 42nd International Conference on Machine Learning, 2025 - IEEE TSC
Towards Cost-Optimal Policies for DAGs to Utilize IaaS Clouds with Online LearningIEEE Transactions on Services Computing, 2025
2024
- Book Chapter
Enhancing Causal Discovery in Federated Settings with Limited Local SamplesIn Federated Learning in the Age of Foundation Models - FL 2024 International Workshops, 2024 - NeurIPS
Free-rider and conflict aware collaboration formation for cross-silo federated learningAdvances in Neural Information Processing Systems, 2024 - AIJ
- AAAI
Fedcompetitors: Harmonious collaboration in federated learning with competing participantsProceedings of the AAAI Conference on Artificial Intelligence, 2024 - IEEE TBD
MarS-FL: Enabling Competitors to Collaborate in Federated LearningIEEE Transactions on Big Data, 2024 - Springer-Nature
- Book Chapter
Benchmarking Data Heterogeneity Evaluation Approaches for Personalized Federated LearningIn Federated Learning in the Age of Foundation Models - FL 2024 International Workshops, 2024
2023
- IEEE JBHI
Anatomically guided cross-domain repair and screening for ultrasound fetal biometryIEEE Journal of Biomedical and Health Informatics, 2023 - IJCAI
Exploring leximin principle for fair core-selecting combinatorial auctions: payment rule design and implementationProceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023 - EJOR
Efficient approximation algorithms for scheduling moldable tasksEuropean Journal of Operational Research, 2023
2022
2021
- WI-IAT
Multi-agent pickup and delivery with task deadlinesIEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (long paper), 2021
2019
- IEEE TPDS
Toward designing cost-optimal policies to utilize IaaS clouds with online learningIEEE Transactions on Parallel and Distributed Systems, 2019
2017
- PEVA
Dispatching fixed-sized jobs with multiple deadlines to parallel heterogeneous serversPerformance Evaluation (PEVA) , 2017 - IEEE ICCAC
Toward designing cost-optimal policies to utilize IaaS clouds with online learning2017 International Conference on Cloud and Autonomic Computing (ICCAC). Conference information , 2017
2015
- Allerton
Algorithms for Scheduling Deadline-Sensitive Malleable TasksThe 53rd Annual Allerton Conference on Communication, Control, and Computing (Allerton). Conference information , 2015
2013
- IEEE TPDS
A tag encoding scheme against pollution attack to linear network codingIEEE Transactions on Parallel and Distributed Systems, 2013
2011
- IEEE NetCod
A hybrid scheme against pollution attack to network coding2011 International Symposium on Networking Coding, 2011
Workshop Articles
2025
- IROS
CollaGen: Collaborative Generative Learning in Heterogeneous Robot TeamsIEEE/RSJ IROS 2025 Workshop on Robotic Data Generation and Evaluation, 2025
Patent
2015
- Patent
Submitted Articles
2025
- Submission
Federated Learning with Competing Participants: Achieving Harmonious Collaboration with Minimal Self-SacrificeSubmitted to JMLR, 2025 - Submission
- Submission
pFedCoGen: Tackling Data and Model Heterogeneity in Federated Learning via Personalized Collaborative GenerationTo be submitted, 2025 - Submission
- Submission
Stabilized Fine-Tuning with LoRA in Federated Learning: Mitigating the Side Effect of Client Size and Rank via the Scaling FactorSubmitted to AAAI, 2025 - Submission
MLAE: Masked LoRA Experts for Parameter-Efficient Fine-TuningSubmitted to IEEE Transactions on Image Processing, Major Revision, 2025 - Submission
- Submission
Learning Structurally Stabilized Representations for Lossless DNA StorageSubmitted to AAAI, 2025