Tushar Krishna
- The gem5 Simulator: Version 20.0+
2020/07/07 by Jason Lowe-Power, Abdul Mutaal Ahmad, Lowe-Power, Jason +157 · 27 citations
Computer Science · Engineering · #Advanced Data Storage Technologies #Parallel Computing and Optimization Techniques #Radiation Effects in Electronics #cs.AR
- 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 · 36 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
- FLAT: An Optimized Dataflow for Mitigating Attention Bottlenecks
2021/07/13 by Sheng-Chun Kao, Suvinay Subramanian, Kao, Sheng-Chun +7 · 17 citations
Computer Science · Engineering · #Advanced Neural Network Applications #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques
- Co-Exploration of Neural Architectures and Heterogeneous ASIC Accelerator Designs Targeting Multiple Tasks
2020/02/10 by Lei Yang, Yang, Lei, Zheyu Yan +15 · 1 voice · 5 citations
Computer Science · Engineering · Mathematics · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel Computing and Optimization Techniques #Signal Processing (eess.SP) #cs.LG #eess.SP #electronic engineering #information engineering #stat.ML
- FEATHER: A Reconfigurable Accelerator with Data Reordering Support for Low-Cost On-Chip Dataflow Switching
2024/05/21 by Jianming Tong, Tong, Jianming, Anirudh Itagi +5 · 1 voice · 6 citations
Computer Science · #Embedded Systems Design Techniques #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Interconnection Networks and Systems #Parallel Computing and Optimization Techniques #cs.AR
- Flexagon: A Multi-Dataflow Sparse-Sparse Matrix Multiplication Accelerator for Efficient DNN Processing
2023/01/25 by Francisco Muñoz-Martínez, Raveesh Garg, Muñoz-Martínez, Francisco +9 · 9 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR) #Parallel Computing and Optimization Techniques
- Towards Cognitive AI Systems: a Survey and Prospective on Neuro-Symbolic AI
2024/01/02 by Zishen Wan, Che-Kai Liu, Wan, Zishen +17 · 12 citations
Computer Science · #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Neural Networks and Applications
- MAGMA: An Optimization Framework for Mapping Multiple DNNs on Multiple Accelerator Cores
2021/04/28 by Sheng-Chun Kao, Kao, Sheng-Chun, Tushar Krishna +1 · 6 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR) #Stochastic Gradient Optimization Techniques
- MicroScopiQ: Accelerating Foundational Models through Outlier-Aware Microscaling Quantization
2024/11/08 by Akshat Ramachandran, Souvik Kundu, Ramachandran, Akshat +3 · 11 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Cell Image Analysis Techniques #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Medical Image Segmentation Techniques #Radiomics and Machine Learning in Medical Imaging
- ConfuciuX: Autonomous Hardware Resource Assignment for DNN Accelerators using Reinforcement Learning
2020/09/04 by Sheng-Chun Kao, Geonhwa Jeong, Kao, Sheng-Chun +3 · 4 citations
Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Electrical engineering #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Signal Processing (eess.SP) #cs.AR #cs.LG #eess.SP #electronic engineering #information engineering
- DiGamma: Domain-aware Genetic Algorithm for HW-Mapping Co-optimization for DNN Accelerators
2022/01/26 by Sheng-Chun Kao, Kao, Sheng-Chun, Michael Pellauer +5 · 4 citations
Computer Science · #Advanced Malware Detection Techniques #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE) #Parallel Computing and Optimization Techniques
- Chakra: Advancing Performance Benchmarking and Co-design using Standardized Execution Traces
2023/05/23 by Srinivas Sridharan, Sridharan, Srinivas, Taekyung Heo +19 · 6 citations
Computer Science · Decision Sciences · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Parallel Computing and Optimization Techniques #Scientific Computing and Data Management #Software System Performance and Reliability #and Cluster Computing (cs.DC)
- XRBench: An Extended Reality (XR) Machine Learning Benchmark Suite for the Metaverse
2022/11/16 by Hyoukjun Kwon, Kwon, Hyoukjun, Krishnakumar Nair +33 · 5 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Advanced Neural Network Applications #Cell Image Analysis Techniques #Emerging Technologies (cs.ET) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- VEGETA: Vertically-Integrated Extensions for Sparse/Dense GEMM Tile Acceleration on CPUs
2023/02/17 by Geonhwa Jeong, Sana Damani, Jeong, Geonhwa +13 · 4 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
- Impact of RoCE Congestion Control Policies on Distributed Training of DNNs
2022/07/22 by Tarannum Khan, Saeed Rashidi, Khan, Tarannum +9 · 3 citations
Computer Science · Engineering · #Advanced Optical Network Technologies #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Network Traffic and Congestion Control #Networking and Internet Architecture (cs.NI) #Software-Defined Networks and 5G
- SCALE-Sim v3: A modular cycle-accurate systolic accelerator simulator for end-to-end system analysis
2025/04/21 by Ritik Raj, Sarbartha Banerjee, Raj, Ritik +11 · 1 voice · 7 citations
Computer Science · #Advanced Neural Network Applications #Embedded Systems Design Techniques #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Parallel Computing and Optimization Techniques #Performance (cs.PF) #cs.AR #cs.PF
- Union: A Unified HW-SW Co-Design Ecosystem in MLIR for Evaluating Tensor Operations on Spatial Accelerators
2021/09/15 by Geonhwa Jeong, Jeong, Geonhwa, Gökçen Kestor +13 · 2 citations
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)
- AI Metropolis: Scaling Large Language Model-based Multi-Agent Simulation with Out-of-order Execution
2024/11/05 by Zhiqiang Xie, Hao Kang, Xie, Zhiqiang +9 · 6 citations
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model-Driven Software Engineering Techniques #Multiagent Systems (cs.MA) #Parallel #Simulation Techniques and Applications #Topic Modeling #and Cluster Computing (cs.DC)
- CLAMP-ViT: Contrastive Data-Free Learning for Adaptive Post-Training Quantization of ViTs
2024/07/07 by Akshat Ramachandran, Souvik Kundu, Ramachandran, Akshat +3 · 5 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning and ELM #electronic engineering #information engineering
- Demystifying AI Platform Design for Distributed Inference of Next-Generation LLM models
2024/06/03 by Abhimanyu Rajeshkumar Bambhaniya, R. Jeberson Retna Raj, Bambhaniya, Abhimanyu +14 · 3 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)
- Progressive Gradient Flow for Robust N:M Sparsity Training in Transformers
2024/02/07 by Abhimanyu Rajeshkumar Bambhaniya, Amir Yazdanbakhsh, Bambhaniya, Abhimanyu Rajeshkumar +11 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Machine Learning and ELM #Stochastic Gradient Optimization Techniques
- Towards Understanding, Analyzing, and Optimizing Agentic AI Execution: A CPU-Centric Perspective
2025/11/01 by Ritik Raj, Kundu, Souvik, Souvik Kundu +7 · 1 voice · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Big Data and Digital Economy #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Multi-Agent Systems and Negotiation #Multiagent Systems (cs.MA) #cs.AI #cs.LG #cs.MA
- The gem5 simulator
2011/05/31 by Nathan Binkert, Bradford Beckmann, Gabriel Black +13 · 1 citation
- Training Recipe for N:M Structured Sparsity with Decaying Pruning Mask
2022/09/15 by Sheng-Chun Kao, Amir Yazdanbakhsh, Kao, Sheng-Chun +9 · 2 citations
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Machine Learning and Data Classification #Performance (cs.PF)
- LayerDAG: A Layerwise Autoregressive Diffusion Model for Directed Acyclic Graph Generation
2024/11/04 by Mufei Li, Viraj Shitole, Li, Mufei +15 · 5 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Graph Theory and Algorithms #DNA and Biological Computing #Model-Driven Software Engineering Techniques
- FASHION: Fault-Aware Self-Healing Intelligent On-chip Network
2017/02/08 by Pengju Ren, Michel A. Kinsy, Ren, Pengju +13 · 1 citation
Computer Science · Engineering · #Advanced Memory and Neural Computing #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Interconnection Networks and Systems #Radiation Effects in Electronics #cs.AR
- Towards Efficient Neuro-Symbolic AI: From Workload Characterization to Hardware Architecture
2024/09/20 by Zishen Wan, Wan, Zishen, Che-Kai Liu +29 · 5 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Neural Networks and Applications #Parallel Computing and Optimization Techniques
- SCALE-Sim: Systolic CNN Accelerator Simulator
2018/10/16 by Ananda Samajdar, Samajdar, Ananda, Yuhao Zhu +7 · 1 citation
Computer Science · #Distributed #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Parallel #and Cluster Computing (cs.DC) #cs.AR #cs.DC
- TurboAttention: Efficient Attention Approximation For High Throughputs LLMs
2024/12/11 by Hao Kang, Kang, Hao, Srikant Bharadwaj +9 · 2 citations
Engineering · #Advancements in Photolithography Techniques #Iterative Learning Control Systems #Advanced Surface Polishing Techniques
- Accurate Low-Degree Polynomial Approximation of Non-polynomial Operators for Fast Private Inference in Homomorphic Encryption
2024/04/04 by Jianming Tong, Tong, Jianming, Jingtian Dang +9 · 2 citations
Computer Science · Mathematics · #Artificial intelligence #Coding theory and cryptography #Computer science #Computer security #Cryptography and Data Security #Cryptography and Residue Arithmetic #Cryptography and Security (cs.CR) #Degree (music) #Degree of a polynomial #Discrete mathematics #Encryption #FOS: Computer and information sciences #Homomorphic encryption #Inference #Mathematical analysis #Mathematics #Physics #Polynomial
- CLAN: Continuous Learning using Asynchronous Neuroevolution on Commodity Edge Devices
2020/08/26 by Parth Mannan, Ananda Samajdar, Mannan, Parth +3 · 1 citation
Computer Science · Engineering · #Advanced Memory and Neural Computing #Age of Information Optimization #IoT and Edge/Fog Computing #cs.DC #cs.LG #cs.NE
- Leveraging ASIC AI Chips for Homomorphic Encryption
2025/01/13 by Jianming Tong, Tianhao Huang, Tong, Jianming +20 · 1 voice · 2 citations
Computer Science · #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Programming Languages (cs.PL) #cs.AR #cs.CL #cs.CR #cs.PL
- Extending Sparse Tensor Accelerators to Support Multiple Compression Formats
2021/03/18 by Eric Qin, Qin, Eric, Geonhwa Jeong +18 · 1 citation
Computer Science · #Advanced Data Storage Technologies #Distributed #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC) #cs.DC
- Evaluating Spatial Accelerator Architectures with Tiled Matrix-Matrix Multiplication
2021/06/19 by Gordon Euhyun Moon, Moon, Gordon E., Hyoukjun Kwon +9 · 1 citation
Computer Science · #Advanced Data Storage Technologies #Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Parallel #Parallel Computing and Optimization Techniques #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- 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
- OckBench: Measuring the Efficiency of LLM Reasoning
2025/11/07 by Zheng Du, Hao Kang, Du, Zheng +7 · 3 citations
Computer Science · Materials Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning in Materials Science #Topic Modeling
- PipeOrgan: Efficient Inter-operation Pipelining with Flexible Spatial Organization and Interconnects
2024/05/02 by Raveesh Garg, Garg, Raveesh, Hyoukjun Kwon +9 · 2 citations
Biochemistry, Genetics and Molecular Biology · Engineering · #DNA and Biological Computing #Electrowetting and Microfluidic Technologies #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Modular Robots and Swarm Intelligence
- SDQ: Sparse Decomposed Quantization for LLM Inference
2024/06/19 by Geonhwa Jeong, Po-An Tsai, Jeong, Geonhwa +5 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
- Marvel: A Data-centric Compiler for DNN Operators on Spatial Accelerators
2020/02/18 by Prasanth Chatarasi, Hyoukjun Kwon, Chatarasi, Prasanth +15 · 2 citations
Computer Science · Decision Sciences · #Computer Graphics and Visualization Techniques #Distributed #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Performance (cs.PF) #Scientific Computing and Data Management #and Cluster Computing (cs.DC) #cs.DC #cs.LG #cs.PF
- A Formalism of DNN Accelerator Flexibility
2022/06/07 by Sheng-Chun Kao, Kao, Sheng-Chun, Hyoukjun Kwon +7 · 1 citation
Materials Science · Engineering · Computer Science · #Machine Learning in Materials Science #Ferroelectric and Negative Capacitance Devices #Advanced Neural Network Applications
- Demystifying Map Space Exploration for NPUs
2022/10/07 by Sheng-Chun Kao, Kao, Sheng-Chun, Angshuman Parashar +5 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Parallel #and Cluster Computing (cs.DC)
- Understanding the Design-Space of Sparse/Dense Multiphase GNN dataflows on Spatial Accelerators
2021/03/14 by Raveesh Garg, Eric Qin, Garg, Raveesh +19 · 1 citation
Engineering · Materials Science · #Advanced Memory and Neural Computing #Ferroelectric and Negative Capacitance Devices #Machine Learning in Materials Science
- Perspectives on AI Architectures and Co-design for Earth System Predictability
2023/04/07 by Maruti Kumar Mudunuru, Mudunuru, Maruti K., James Ang +19 · 1 citation
Computer Science · Decision Sciences · Engineering · #Artificial Intelligence (cs.AI) #Computational Physics (physics.comp-ph) #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Scientific Computing and Data Management #Seismology and Earthquake Studies #Statistics and Probability (physics.data-an) #Traffic Prediction and Management Techniques
- Algorithm-Hardware Co-Design of Distribution-Aware Logarithmic-Posit Encodings for Efficient DNN Inference
2024/03/08 by Akshat Ramachandran, Zishen Wan, Ramachandran, Akshat +7 · 2 citations
Computer Science · Mathematics · #Advanced Data Compression Techniques #Artificial Intelligence (cs.AI) #Artificial intelligence #Chaos-based Image/Signal Encryption #Computer hardware #Computer science #Digital Filter Design and Implementation #Distribution (mathematics) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Inference #Logarithm #Machine Learning (cs.LG) #Mathematics #Neural and Evolutionary Computing (cs.NE)
- ThinKV: Thought-Adaptive KV Cache Compression for Efficient Reasoning Models
2025/10/01 by Akshat Ramachandran, Marina Neseem, Ramachandran, Akshat +9 · 1 voice · 2 citations
Computer Science · #Advanced Database Systems and Queries #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Semantic Web and Ontologies #cs.LG
- Axon: A novel systolic array architecture for improved run time and energy efficient GeMM and Conv operation with on-chip im2col
2025/01/10 by Md. Mizanur Rahaman Nayan, Nayan, Md Mizanur Rahaman, Ritik Raj +7 · 1 citation
Computer Science · Engineering · #3D IC and TSV technologies #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Interconnection Networks and Systems #Semiconductor materials and devices
- 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
- H3DFact: Heterogeneous 3D Integrated CIM for Factorization with Holographic Perceptual Representations
2024/04/05 by Zishen Wan, Che-Kai Liu, Wan, Zishen +11 · 2 citations
Computer Science · Engineering · #Advanced Vision and Imaging #Augmented Reality Applications #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Robotics and Sensor-Based Localization
- Win Fast or Lose Slow: Balancing Speed and Accuracy in Latency-Sensitive Decisions of LLMs
2025/05/26 by Hao Kang, Kang, Hao, Qingru Zhang +11 · 2 citations
Business, Management and Accounting · Computer Science · #Artificial Intelligence (cs.AI) #Business Process Modeling and Analysis #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Parallel #Semantic Web and Ontologies #and Cluster Computing (cs.DC)
- Understanding Reuse, Performance, and Hardware Cost of DNN Dataflows: A Data-Centric Approach Using MAESTRO
2018/05/04 by Hyoukjun Kwon, Kwon, Hyoukjun, Prasanth Chatarasi +9 · 1 citation
Computer Science · #Advanced Data Storage Technologies #Advanced Neural Network Applications #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC) #cs.DC #cs.LG
- STONNE: A Detailed Architectural Simulator for Flexible Neural Network Accelerators
2020/06/10 by Francisco Muñoz-Martínez, José Luis Abellán, José L. Abellán +6 · 1 citation
Computer Science · Engineering · #Advanced Neural Network Applications #CCD and CMOS Imaging Sensors #FOS: Computer and information sciences #FOS: Electrical engineering #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Signal Processing (eess.SP) #cs.AR #cs.LG #eess.SP #electronic engineering #information engineering
- LLMET: Enabling Cross-Layer Evaluation of Emerging M3D Memories for Energy-Efficient LLM Serving
2026/07/29 by Ming-Yen Lee, Hanchen Yang, Faaiq Waqar +4 · 1 voice
Computer Science · #cs.AI #cs.AR #cs.ET #cs.LG
- TRACE-ROUTER: Task-Consistent and Adaptive Online Routing for Agentic AI
2026/07/24 by Ritik Raj, Souvik Kundu, Sarbartha Banerjee +3
Computer Science · #cs.AI #cs.LG #cs.MA