Songze Li
- InternVideo2: Scaling Foundation Models for Multimodal Video Understanding
2024/03/22 by Yi Wang, Kunchang Li, Wang, Yi +34 · 111 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Video Analysis and Summarization
- FedML: A Research Library and Benchmark for Federated Machine Learning
2020/07/27 by Chaoyang He, Songze Li, He, Chaoyang +34 · 35 citations
Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Blockchain Technology Applications and Security
- TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning
2024/10/25 by X. Zeng, Kunchang Li, Zeng, Xiangyu +22 · 37 citations
Medicine · Computer Science · #COVID-19 diagnosis using AI #Speech Recognition and Synthesis #Video Analysis and Summarization
- LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning
2021/09/29 by Jinhyun So, Chaoyang He, So, Jinhyun +13 · 13 citations
Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Lagrange Coded Computing: Optimal Design for Resiliency, Security and Privacy
2018/06/04 by Qian Yu, Yu, Qian, Songze Li +9 · 11 citations
Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Privacy-Preserving Technologies in Data #Ferroelectric and Negative Capacitance Devices
- A Fundamental Tradeoff between Computation and Communication in Distributed Computing
2016/04/24 by Songze Li, Li, Songze, Mohammad Ali Maddah-Ali +5 · 10 citations
Computer Science · #Stochastic Gradient Optimization Techniques #Privacy-Preserving Technologies in Data #Caching and Content Delivery
- Navigating the Risks: A Survey of Security, Privacy, and Ethics Threats in LLM-Based Agents
2024/11/14 by Yuyou Gan, Yong Yang, Gan, Yuyou +23 · 17 citations
Computer Science · Social Sciences · #Advanced Malware Detection Techniques #Artificial Intelligence (cs.AI) #Blockchain Technology Applications and Security #Ethics and Social Impacts of AI #FOS: Computer and information sciences
- Chameleon: Adapting to Peer Images for Planting Durable Backdoors in Federated Learning
2023/04/25 by Yanbo Dai, Songze Li, Dai, Yanbo +1 · 6 citations
Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- A Unified Coding Framework for Distributed Computing with Straggling Servers
2016/09/06 by Songze Li, Li, Songze, Mohammad Ali Maddah-Ali +3 · 5 citations
Computer Science · #Caching and Content Delivery #Cooperative Communication and Network Coding #Distributed #FOS: Computer and information sciences #Information Theory (cs.IT) #Parallel #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- SwiftAgg: Communication-Efficient and Dropout-Resistant Secure Aggregation for Federated Learning with Worst-Case Security Guarantees
2022/02/08 by Tayyebeh Jahani-Nezhad, Mohammad Ali Maddah-Ali, Jahani-Nezhad, Tayyebeh +5 · 5 citations
Computer Science · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Cryptography and Data Security
- Near-Optimal Straggler Mitigation for Distributed Gradient Methods
2017/10/27 by Songze Li, Seyed Mohammadreza Mousavi Kalan, Li, Songze +5 · 3 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Distributed #FOS: Computer and information sciences #Information Theory (cs.IT) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- BackdoorIndicator: Leveraging OOD Data for Proactive Backdoor Detection in Federated Learning
2024/05/31 by Songze Li, Li, Songze, Yanbo Dai +1 · 6 citations
Computer Science · Engineering · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Privacy-Preserving Technologies in Data #Traffic Prediction and Management Techniques
- LLMs Cannot Reliably Judge (Yet?): A Comprehensive Assessment on the Robustness of LLM-as-a-Judge
2025/06/11 by Songze Li, Chi Xu, Li, Songze +15 · 7 citations
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection
- FedVS: Straggler-Resilient and Privacy-Preserving Vertical Federated Learning for Split Models
2023/04/26 by Songze Li, Duanyi Yao, Li, Songze +3 · 2 citations
Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Coded MapReduce
2015/12/05 by Songze Li, Li, Songze, Mohammad Ali Maddah-Ali +3 · 1 citation
Computer Science · #Cloud Computing and Resource Management #Stochastic Gradient Optimization Techniques #IoT and Edge/Fog Computing
- Coding for Distributed Fog Computing
2017/02/20 by Songze Li, Mohammad Ali Maddah-Ali, Li, Songze +3 · 1 citation
Computer Science · #Caching and Content Delivery #Cooperative Communication and Network Coding #Distributed #FOS: Computer and information sciences #Information Theory (cs.IT) #IoT and Edge/Fog Computing #Parallel #and Cluster Computing (cs.DC)
- Pipe-SGD: A Decentralized Pipelined SGD Framework for Distributed Deep Net Training
2018/11/08 by Youjie Li, Li, Youjie, Mingchao Yu +9 · 1 citation
Computer Science · #Advanced Neural Network Applications #Distributed #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- TUNI: A Textual Unimodal Detector for Identity Inference in CLIP Models
2024/05/23 by Songze Li, Li, Songze, Ruoxi Cheng +3 · 2 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques
- How to Optimally Allocate Resources for Coded Distributed Computing?
2017/02/23 by Qian Yu, Songze Li, Yu, Qian +5 · 1 citation
Computer Science · #Caching and Content Delivery #Distributed #FOS: Computer and information sciences #Information Theory (cs.IT) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Stochastic Coded Federated Learning: Theoretical Analysis and Incentive Mechanism Design
2022/11/08 by Yuchang Sun, Sun, Yuchang, Jiawei Shao +7 · 1 citation
Computer Science · #Computer Science and Game Theory (cs.GT) #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- DReS-FL: Dropout-Resilient Secure Federated Learning for Non-IID Clients via Secret Data Sharing
2022/10/06 by Jiawei Shao, Shao, Jiawei, Yuchang Sun +5 · 1 citation
Computer Science · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Cryptography and Data Security
- Polynomially Coded Regression: Optimal Straggler Mitigation via Data Encoding
2018/05/24 by Songze Li, Seyed Mohammadreza Mousavi Kalan, Li, Songze +7 · 1 citation
Computer Science · Engineering · #Distributed #Distributed Sensor Networks and Detection Algorithms #Error Correcting Code Techniques #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Parallel #Sparse and Compressive Sensing Techniques #and Cluster Computing (cs.DC)
- Manifoldchain: Maximizing Blockchain Throughput via Bandwidth-Clustered Sharding
2024/07/23 by Chunjiang Che, Che, Chunjiang, Songze Li +3 · 1 citation
Computer Science · #Blockchain Technology Applications and Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
- Coded Distributed Computing for Hierarchical Multi-task Learning
2022/12/16 by Haoyang Hu, Hu, Haoyang, Songze Li +5 · 1 citation
Engineering · Computer Science · #Indoor and Outdoor Localization Technologies #Distributed Sensor Networks and Detection Algorithms #Sparse and Compressive Sensing Techniques
- Hidden Data Privacy Breaches in Federated Learning
2024/11/27 by Xueluan Gong, Gong, Xueluan, Shuaike Li +12 · 1 citation
Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Adversarial Robustness in Machine Learning
- ReCIT: Reconstructing Full Private Data from Gradient in Parameter-Efficient Fine-Tuning of Large Language Models
2025/04/29 by Jin Xie, Xie, Jin, Ruishi He +7 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data #Topic Modeling
- TimeLens2: Generalist Video Temporal Grounding with Multimodal LLMs
2026/07/19 by Yuhan Zhu, Changlian Ma, Xiangyu Zeng +12 · 1 voice
#cs.CV