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Murali Annavaram

  1. FedML: A Research Library and Benchmark for Federated Machine Learning
    2020/07/27 by Chaoyang He, He, Chaoyang, Songze Li +34 · 36 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Blockchain Technology Applications and Security
  2. Differentially Private Next-Token Prediction of Large Language Models
    2024/03/22 by James Flemings, Meisam Razaviyayn, Flemings, James +3 · 8 citations
    Computer Science · #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  3. Privacy-Preserving Inference in Machine Learning Services Using Trusted Execution Environments
    2019/12/07 by Krishna Giri Narra, Zhifeng Lin, Narra, Krishna Giri +7 · 6 citations
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Security and Verification in Computing #Advanced Memory and Neural Computing
  4. SpreadGNN: Serverless Multi-task Federated Learning for Graph Neural Networks
    2021/06/04 by Chaoyang He, Emir Ceyani, He, Chaoyang +7 · 3 citations
    Computer Science · #Advanced Graph Neural Networks #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
  5. Ethos: Rectifying Language Models in Orthogonal Parameter Space
    2024/03/13 by Lei Gao, Gao, Lei, Yue Niu +7 · 5 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques
  6. Differentially Private Knowledge Distillation via Synthetic Text Generation
    2024/03/01 by James Flemings, Murali Annavaram, Flemings, James +1 · 3 citations
    Computer Science · #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
  7. Edge Private Graph Neural Networks with Singular Value Perturbation
    2024/03/16 by Tingting Tang, Tang, Tingting, Yue Niu +5 · 2 citations
    Computer Science · Engineering · #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM #Neural Networks and Applications #Social and Information Networks (cs.SI)
  8. Adaptively Private Next-Token Prediction of Large Language Models
    2024/10/02 by James Flemings, Meisam Razaviyayn, Flemings, James +3 · 2 citations
    Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  9. DEL: Context-Aware Dynamic Exit Layer for Efficient Self-Speculative Decoding
    2025/04/08 by Hossein Entezari Zarch, Zarch, Hossein Entezari, Lei Gao +5 · 3 citations
    Computer Science · Social Sciences · #Computation and Language (cs.CL) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
  10. KVPR: Efficient LLM Inference with I/O-Aware KV Cache Partial Recomputation
    2024/11/26 by Chaoyi Jiang, Jiang, Chaoyi, Lei Gao +5 · 1 citation
    Computer Science · #Advanced Data Storage Technologies #Algorithms and Data Compression #Caching and Content Delivery #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Performance (cs.PF) #and Cluster Computing (cs.DC)
  11. Estimating Privacy Leakage of Augmented Contextual Knowledge in Language Models
    2024/10/03 by James Flemings, Flemings, James, Bo Jiang +6 · 1 citation
    Computer Science · #Advanced Text Analysis Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Semantic Web and Ontologies
  12. Memory-Efficient Differentially Private Training with Gradient Random Projection
    2025/06/18 by Alex Mulrooney, Mulrooney, Alex, Devansh Gupta +11 · 2 citations
    Computer Science · #FOS: Computer and information sciences #I.2.10 #I.2.7 #Machine Learning (cs.LG) #Machine Learning and Algorithms #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques