Publications
2025
- VLDBNitro: Boosting Distributed Reinforcement Learning with Serverless ComputingAccepted by the International Conference on Very Large Data Bases (VLDB) 2025
2024
- TDSCSiren+: Robust Federated Learning with Proactive Alarming and Differential PrivacyAccepted by IEEE Transactions on Dependable and Secure Computing 2024
- TOSNRoom-Scale Location Trace Tracking via Continuous Acoustic WavesAccepted by ACM Transactions on Sensor Networks 2024
- CVPRCGI-DM: Digital Copyright Authentication for Diffusion Models via Contrasting Gradient InversionIn IEEE / CVF Computer Vision and Pattern Recognition Conference 2024
- ECCVSkyMask: Attack-agnostic Robust Federated Learning with Fine-grained Learnable MasksAccepted by the European Conference on Computer Vision (ECCV) 2024
- MMFederated Morozov Regularization for Shortcut Learning in Privacy Preserving Learning with Watermarked Image DataAccepted by the ACM Multimedia Conference (MM) 2024
- SCStellaris: Staleness-Aware Distributed Reinforcement Learning with Serverless ComputingAccepted by the International Conference for High Performance Computing, Networking, Storage, and Analysis (SC) – Best Student Paper Finalist 2024
- TPDSFreyr+: Harvesting Idle Resources in Serverless Computing via Deep Reinforcement LearningAccepted by the IEEE Transactions on Parallel and Distributed Systems 2024
- SoCCPre-Warming is Not Enough: Accelerating Serverless Inference with Opportunistic Pre-LoadingAccepted by the ACM Symposium on Cloud Computing (SoCC) 2024
2023
- AAAIFedALA: Adaptive Local Aggregation for Personalized Federated LearningIn Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI) 2023
- AsiaCCSData Privacy Examination against Semi-Supervised LearningIn the 18th ACM ASIA Conference on Computer and Communications Security 2023
- KDDFedCP: Separating Feature Information for Personalized Federated Learning via Conditional PolicyIn Proceedings of the ACM Special Interest Group on Knowledge Discovery and Data Mining (KDD) 2023
- TWCEnergy and Spectrum Efficient Federated Learning via High-Precision Over-the-Air ComputationThe IEEE Transactions on Wireless Communications 2023
- EAI ICDF2CDecoding HDF5: Machine Learning File Forensics and Data InjectionIn Proceedings of the 14th EAI International Conference on Digital Forensics & Cyber Crime 2023
- NeurIPS AI4MatSelf-supervised Crack Detection in X-ray Computed Tomography Data of Additive Manufacturing PartsIn Proceedings of AI for Accelerated Materials Design NeurIPS Workshop 2023
2022
- AAAIImproving Bayesian Neural Networks by Adversarial SamplingIn Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI) 2022
- TOMMRobust Searching-based Gradient Collaborative Management in Intelligent Transportation SystemACM Transactions on Multimedia Computing, Communications, and Applications (TOMM) 2022
2021
- IJCAIThemis: A Fair Evaluation Platform for Computer Vision CompetitionsIn the 30th International Joint Conference on Artificial Intelligence 2021
- Network
- ACSOSFaaSRank: Learning to Schedule Functions in Serverless PlatformsIn IEEE International Conference on Autonomic Computing and Self-Organizing Systems 2021
- ICCVSelf-Supervised Vessel Segmentation via Adversarial LearningIn International Conference on Computer Vision 2021
2020
- TPDSTurbo: Dynamic and Decentralized Global Analytics via Machine LearningIEEE Transactions on Parallel and Distributed Systems 2020
- Thesis
2019
2018
- TNSEMitigating Bottlenecks in Wide Area Data Analytics via Machine LearningIEEE Transactions on Network Science and Engineering 2018
2017
- ToNPias: Practical information-agnostic flow scheduling for commodity data centersIEEE/ACM Transactions on Networking 2017
- ICDCSOptimizing Shuffle in Wide-area Data AnalyticsIn IEEE 37th International Conference on Distributed Computing Systems (ICDCS) 2017
2016
- ToNGuaranteeing deadlines for inter-data center transfersIEEE/ACM Transactions on Networking 2016
2015
- NSDIExplicit path control in commodity data centers: Design and applicationsIn 12th {USENIX} Symposium on Networked Systems Design and Implementation ({NSDI} 15) 2015
- NSDIInformation-agnostic flow scheduling for commodity data centersIn 12th {USENIX} Symposium on Networked Systems Design and Implementation ({NSDI} 15) 2015
- ToNTowards comprehensive traffic forecasting in cloud computing: Design and applicationIEEE/ACM Transactions on Networking 2015