Jain, Nilesh

1. Mamba-Shedder: Post-Transformer Compression for Efficient Selective Structured State Space Models
   2025/01/28 by Muñoz, J. Pablo, Yuan, Jinjie, Jain, Nilesh · 4 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.0 #Machine Learning (cs.LG)
2. SQFT: Low-cost Model Adaptation in Low-precision Sparse Foundation Models
   2024/10/01 by Jinjie Yuan, Muñoz, Juan Pablo, Nilesh Jain +2 · 3 citations
   Earth and Planetary Sciences · Engineering · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Drilling and Well Engineering #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reservoir Engineering and Simulation Methods #Seismic Imaging and Inversion Techniques
3. Post-Training Statistical Calibration for Higher Activation Sparsity
   2024/12/10 by Vui Seng Chua, Yujie Pan, Chua, Vui Seng +3 · 3 citations
   Engineering · #Advanced Measurement and Metrology Techniques #Advanced X-ray and CT Imaging #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Industrial Vision Systems and Defect Detection #Machine Learning (cs.LG)
4. Mem-Rec: Memory Efficient Recommendation System using Alternative Representation
   2023/05/12 by Gopi Krishna Jha, A. W. Thomas, Jha, Gopi Krishna +9 · 1 citation
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Recommender Systems and Techniques #Text and Document Classification Technologies
5. Neuroevolution-Enhanced Multi-Objective Optimization for Mixed-Precision Quantization
   2021/06/14 by Santiago Miret, Miret, Santiago, Vui Seng Chua +9 · 1 citation
   Computer Science · #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Metaheuristic Optimization Algorithms Research #Neural and Evolutionary Computing (cs.NE)
6. SparAMX: Accelerating Compressed LLMs Token Generation on AMX-powered CPUs
   2025/02/18 by Ahmed F. AbouElhamayed, Jordan Dotzel, AbouElhamayed, Ahmed F. +15 · 2 citations
   Computer Science · #Advanced Data Storage Technologies #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Performance (cs.PF)
7. TokenButler: Token Importance is Predictable
   2025/03/10 by Akhauri, Yash, AbouElhamayed, Ahmed F, Gao, Yifei +3 · 3 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)