Rajarshi Saha

1. Compressing Large Language Models using Low Rank and Low Precision Decomposition
   2024/05/29 by Rajarshi Saha, Saha, Rajarshi, Naomi Sagan +9 · 2 voices · 17 citations
   Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Natural Language Processing Techniques #Optimization and Control (math.OC) #Speech Recognition and Synthesis #Topic Modeling #cs.AI #cs.LG #math.OC #stat.ML
2. Matrix Compression via Randomized Low Rank and Low Precision Factorization
   2023/10/17 by Rajarshi Saha, Saha, Rajarshi, Varun Srivastava +3 · 5 citations
   Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Sparse and Compressive Sensing Techniques
3. Privacy Preserving Semi-Decentralized Mean Estimation over Intermittently-Connected Networks
   2024/06/06 by Rajarshi Saha, Saha, Rajarshi, Mohamed Seif +7 · 3 citations
   Computer Science · #Distributed #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #FOS: Electrical engineering #Information Theory (cs.IT) #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Signal Processing (eess.SP) #Stochastic Gradient Optimization Techniques #Systems and Control (eess.SY) #and Cluster Computing (cs.DC) #electronic engineering #information engineering
4. ProxSparse: Regularized Learning of Semi-Structured Sparsity Masks for Pretrained LLMs
   2025/02/01 by Hongyi Liu, Liu, Hongyi, Rajarshi Saha +13 · 4 citations
   Engineering · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Infrastructure Maintenance and Monitoring #Machine Learning (cs.LG)
5. Minimax Optimal Quantization of Linear Models: Information-Theoretic Limits and Efficient Algorithms
   2022/02/23 by Rajarshi Saha, Mert Pilancı, Saha, Rajarshi +3 · 1 citation
   Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Electrical engineering #Face and Expression Recognition #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Signal Processing (eess.SP) #Sparse and Compressive Sensing Techniques #electronic engineering #information engineering