Vijay Janapa Reddi
- MLPerf Training Benchmark
2019/10/02 by Peter Mattson, Christine Cheng, Mattson, Peter +71 · 37 citations
Computer Science · #Advanced Neural Network Applications #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Performance (cs.PF)
- MLPerf Tiny Benchmark
2021/06/14 by Colby Banbury, Vijay Janapa Reddi, Banbury, Colby +41 · 26 citations
Computer Science · Medicine · #Advanced Neural Network Applications #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
- The People's Speech: A Large-Scale Diverse English Speech Recognition Dataset for Commercial Usage
2021/11/17 by Daniel Gálvez, Greg Diamos, Galvez, Daniel +17 · 25 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Natural Language Processing Techniques #Speech Recognition and Synthesis
- TensorFlow Lite Micro: Embedded Machine Learning on TinyML Systems
2020/10/17 by Robert David, Jared Duke, David, Robert +23 · 24 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques
- DataPerf: Benchmarks for Data-Centric AI Development
2022/07/20 by Mark Mazumder, Mazumder, Mark, Colby Banbury +78 · 14 citations
Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- Benchmarking TinyML Systems: Challenges and Direction
2020/03/10 by Colby Banbury, Banbury, Colby R., Vijay Janapa Reddi +31 · 11 citations
Computer Science · Social Sciences · #Advanced Image and Video Retrieval Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimedia Communication and Technology #Performance (cs.PF) #Video Analysis and Summarization
- NeuroBench: A Framework for Benchmarking Neuromorphic Computing Algorithms and Systems
2023/04/10 by Jason Yik, Korneel Van den Berghe, Yik, Jason +208 · 1 voice · 12 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Ferroelectric and Negative Capacitance Devices #Neural Networks and Reservoir Computing #cs.AI
- Edge Impulse: An MLOps Platform for Tiny Machine Learning
2022/11/02 by Shawn Hymel, Colby Banbury, Hymel, Shawn +29 · 10 citations
Computer Science · #Advanced Neural Network Applications #Distributed #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Machine Learning and Data Classification #Parallel #Software Engineering (cs.SE) #and Cluster Computing (cs.DC)
- MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from Microwatts to Megawatts for Sustainable AI
2024/10/15 by Arya Tschand, Arun Tejusve Raghunath Rajan, Tschand, Arya +45 · 14 citations
Computer Science · Engineering · #Distributed #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Neural Networks and Applications #Parallel #Parallel Computing and Optimization Techniques #Smart Grid Energy Management #and Cluster Computing (cs.DC)
- Air Learning: A Deep Reinforcement Learning Gym for Autonomous Aerial Robot Visual Navigation
2019/06/02 by Srivatsan Krishnan, Behzad Boroujerdian, Krishnan, Srivatsan +7 · 4 citations
Computer Science · Engineering · #Advanced Neural Network Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robotics (cs.RO) #UAV Applications and Optimization
- FastML Science Benchmarks: Accelerating Real-Time Scientific Edge Machine Learning
2022/07/16 by J. Duarte, Duarte, Javier, Nhan Viet Tran +10 · 6 citations
Engineering · #Advanced Memory and Neural Computing #CCD and CMOS Imaging Sensors #Ferroelectric and Negative Capacitance Devices
- Adversarial Nibbler: An Open Red-Teaming Method for Identifying Diverse Harms in Text-to-Image Generation
2024/02/14 by Jessica Quaye, Alicia Parrish, Quaye, Jessica +27 · 9 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
- Pin
2005/06/12 by Chi-Keung Luk, Robert Cohn, Robert Muth +6 · 2 citations
Computer Science · #Embedded Systems Design Techniques #Parallel Computing and Optimization Techniques #Software Testing and Debugging Techniques
- GPU-based Private Information Retrieval for On-Device Machine Learning Inference
2023/01/26 by Maximilian Lam, JEFF JOHNSON, Lam, Maximilian +21 · 4 citations
Computer Science · #Cryptography and Data Security #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- XRBench: An Extended Reality (XR) Machine Learning Benchmark Suite for the Metaverse
2022/11/16 by Hyoukjun Kwon, Kwon, Hyoukjun, Krishnakumar Nair +33 · 4 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)
- Zhuyi: Perception Processing Rate Estimation for Safety in Autonomous Vehicles
2022/05/06 by Yu-Shun Hsiao, Hsiao, Yu-Shun, Siva Kumar Sastry Hari +13 · 3 citations
Engineering · Physics and Astronomy · #Advanced Optical Sensing Technologies #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #CCD and CMOS Imaging Sensors #FOS: Computer and information sciences #Robotics (cs.RO)
- Tiny Robot Learning: Challenges and Directions for Machine Learning in Resource-Constrained Robots
2022/05/11 by Sabrina M. Neuman, Neuman, Sabrina M., Brian Plancher +19 · 3 citations
Engineering · #Advanced Memory and Neural Computing #CCD and CMOS Imaging Sensors #FOS: Computer and information sciences #Machine Learning (cs.LG) #Modular Robots and Swarm Intelligence #Robotics (cs.RO)
- Data Engineering for Everyone
2021/02/23 by Vijay Janapa Reddi, Greg Diamos, Reddi, Vijay Janapa +7 · 2 citations
Computer Science · Decision Sciences · #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Research Data Management Practices #Scientific Computing and Data Management
- Machine Learning Sensors
2022/06/07 by Pete Warden, Warden, Pete, Matthew Stewart +15 · 2 citations
Computer Science · #Anomaly Detection Techniques and Applications #Context-Aware Activity Recognition Systems #FOS: Computer and information sciences #FOS: Electrical engineering #Hardware Architecture (cs.AR) #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
- VaPr: Variable-Precision Tensors to Accelerate Robot Motion Planning
2023/10/11 by Yu-Shun Hsiao, Siva Kumar Sastry Hari, Hsiao, Yu-Shun +13 · 2 citations
Computer Science · Engineering · #Advanced Neural Network Applications #FOS: Computer and information sciences #Fluid Dynamics Simulations and Interactions #Parallel Computing and Optimization Techniques #Robotics (cs.RO)
- ArchGym: An Open-Source Gymnasium for Machine Learning Assisted Architecture Design
2023/06/15 by Srivatsan Krishnan, Amir Yazdanbaksh, Krishnan, Srivatsan +19 · 3 citations
Materials Science · Computer Science · Engineering · #Machine Learning in Materials Science #Software Engineering Research #Manufacturing Process and Optimization
- Wake Vision: A Tailored Dataset and Benchmark Suite for TinyML Computer Vision Applications
2024/05/01 by Colby Banbury, Emil Njor, Banbury, Colby +15 · 3 citations
Computer Science · Engineering · Social Sciences · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #IoT and GPS-based Vehicle Safety Systems #Video Surveillance and Tracking Methods
- RobotPerf: An Open-Source, Vendor-Agnostic, Benchmarking Suite for Evaluating Robotics Computing System Performance
2023/09/17 by Víctor Mayoral-Vilches, Jason Jabbour, Mayoral-Vilches, Víctor +35 · 2 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Software Engineering Methodologies #FOS: Computer and information sciences #Robotics (cs.RO) #Software System Performance and Reliability
- Is TinyML Sustainable? Assessing the Environmental Impacts of Machine Learning on Microcontrollers
2023/01/27 by Shvetank Prakash, Matthew Stewart, Prakash, Shvetank +11 · 2 citations
Computer Science · Engineering · #Computers and Society (cs.CY) #FOS: Computer and information sciences #Green IT and Sustainability #Hardware Architecture (cs.AR) #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing
- Gradient Disaggregation: Breaking Privacy in Federated Learning by Reconstructing the User Participant Matrix
2021/06/10 by Maximilian Lam, Gu-Yeon Wei, Lam, Maximilian +7 · 1 citation
Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Privacy, Security, and Data Protection #Privacy-Preserving Technologies in Data
- TinyTorch: Building Machine Learning Systems from First Principles
2026/01/27 by Vijay Janapa Reddi · 1 voice
Computer Science · #cs.LG
- GenAI for Systems: Recurring Challenges and Design Principles from Software to Silicon
2026/02/16 by Arya Tschand, Chenyu Wang, Zishen Wan +21 · 1 voice
Computer Science · #cs.SE #cs.AI
- Machine Learning Fleet Efficiency: Analyzing and Optimizing Large-Scale Google TPU Systems with ML Productivity Goodput
2025/02/10 by Arissa Wongpanich, Wongpanich, Arissa, Tayo Oguntebi +15 · 1 voice · 1 citation
Computer Science · Engineering · #Cloud Computing and Resource Management #Industrial Vision Systems and Defect Detection #Scheduling and Optimization Algorithms #cs.LG
- Adversarial Nibbler: A Data-Centric Challenge for Improving the Safety of Text-to-Image Models
2023/05/22 by Alicia Parrish, Parrish, Alicia, Hannah Rose Kirk +23 · 1 citation
Computer Science · #14J68 (Primary) #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- FedStaleWeight: Buffered Asynchronous Federated Learning with Fair Aggregation via Staleness Reweighting
2024/06/05 by Jeffrey Ma, Ma, Jeffrey, Alan Tu +5 · 1 citation
Computer Science · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Cryptography and Data Security
- SocratiQ: A Generative AI-Powered Learning Companion for Personalized Education and Broader Accessibility
2025/02/01 by Jason Jabbour, Jabbour, Jason, Kai Kleinbard +7 · 1 citation
Computer Science · #Computers and Society (cs.CY) #FOS: Computer and information sciences #Online Learning and Analytics
- TinyML Security: Exploring Vulnerabilities in Resource-Constrained Machine Learning Systems
2024/11/11 by Jacob Huckelberry, Huckelberry, Jacob, Yuke Zhang +8 · 1 citation
Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Security and Verification in Computing