Annavaram, Murali

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. DarKnight: An Accelerated Framework for Privacy and Integrity Preserving Deep Learning Using Trusted Hardware
   2022/06/30 by Hashemi, Hanieh, Wang, Yongqin, Annavaram, Murali · 4 citations
   #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
5. 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
6. Ethos: Rectifying Language Models in Orthogonal Parameter Space
   2024/03/13 by Lei Gao, Yue Niu, Gao, Lei +7 · 5 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques
7. 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
8. Secure and Fault Tolerant Decentralized Learning
   2020/10/15 by Prakash, Saurav, Hashemi, Hanieh, Wang, Yongqin +2 · 1 citation
   #Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
9. 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)
10. 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
11. MobiZO: Enabling Efficient LLM Fine-Tuning at the Edge via Inference Engines
    2024/09/23 by Gao, Lei, Ziashahabi, Amir, Niu, Yue +2 · 2 citations
    #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
12. 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
13. KVPR: Efficient LLM Inference with I/O-Aware KV Cache Partial Recomputation
    2024/11/26 by Chaoyi Jiang, Lei Gao, Jiang, Chaoyi +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)
14. 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
15. Fastrack: Fast IO for Secure ML using GPU TEEs
    2024/10/20 by Wang, Yongqin, Rajat, Rachit, Lee, Jonghyun +2 · 1 citation
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Hardware Architecture (cs.AR)
16. 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