Geonhwa Jeong

1. GEAR: An Efficient KV Cache Compression Recipe for Near-Lossless Generative Inference of LLM
   2024/03/08 by Hao Kang, Kang, Hao, Qingru Zhang +11 · 32 citations
   Computer Science · #Advanced Data Storage Technologies #Algorithms and Data Compression #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Packet Processing and Optimization
2. VEGETA: Vertically-Integrated Extensions for Sparse/Dense GEMM Tile Acceleration on CPUs
   2023/02/17 by Geonhwa Jeong, Jeong, Geonhwa, Sana Damani +13 · 2 citations
   Computer Science · #Advanced Data Storage Technologies #Artificial Intelligence (cs.AI) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques
3. Demystifying AI Platform Design for Distributed Inference of Next-Generation LLM models
   2024/06/03 by Abhimanyu Rajeshkumar Bambhaniya, Bambhaniya, Abhimanyu, R. Jeberson Retna Raj +14 · 2 citations
   Business, Management and Accounting · Computer Science · Social Sciences · #Access Control and Trust #Artificial Intelligence (cs.AI) #Business Process Modeling and Analysis #Digital Rights Management and Security #Distributed #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
4. RASA: Efficient Register-Aware Systolic Array Matrix Engine for CPU
   2021/10/05 by Geonhwa Jeong, Jeong, Geonhwa, Eric Qin +11 · 1 citation
   Computer Science · #Advanced Data Storage Technologies #Artificial Intelligence (cs.AI) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques
5. Union: A Unified HW-SW Co-Design Ecosystem in MLIR for Evaluating Tensor Operations on Spatial Accelerators
   2021/09/15 by Geonhwa Jeong, Gökçen Kestor, Jeong, Geonhwa +13 · 1 citation
   Computer Science · #Advanced Data Storage Technologies #Distributed #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC)
6. SDQ: Sparse Decomposed Quantization for LLM Inference
   2024/06/19 by Geonhwa Jeong, Jeong, Geonhwa, Po-An Tsai +5 · 2 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
7. Enabling Unstructured Sparse Acceleration on Structured Sparse Accelerators
   2024/03/12 by Geonhwa Jeong, Jeong, Geonhwa, Po-An Tsai +7 · 1 citation
   Computer Science · Mathematics · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computational Physics and Python Applications #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Tensor decomposition and applications