Mattson, Peter
- Benchmarking Neural Network Training Algorithms
2023/06/12 by George E. Dahl, Dahl, George E., Frank Schneider +47 · 2 voices · 9 citations
Computer Science · Mathematics · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Stochastic Gradient Optimization Techniques #cs.LG #stat.ML
- MLPerf Inference Benchmark
2019/11/06 by Reddi, Vijay Janapa, Cheng, Christine, Kanter, David +44 · 29 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Performance (cs.PF)
- MLPerf Training Benchmark
2019/10/02 by Peter Mattson, Christine Cheng, Mattson, Peter +71 · 25 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)
- Introducing v0.5 of the AI Safety Benchmark from MLCommons
2024/04/18 by Bertie Vidgen, Vidgen, Bertie, Adarsh Agrawal +202 · 2 voices · 11 citations
Computer Science · #Adversarial Robustness in Machine Learning
- MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems
2021/10/21 by Steven Farrell, Farrell, Steven, Murali Emani +83 · 7 citations
Computer Science · #Advanced Data Storage Technologies #Advanced Neural Network Applications #Cloud Computing and Resource Management #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- DataPerf: Benchmarks for Data-Centric AI Development
2022/07/20 by Mark Mazumder, Mazumder, Mark, Colby Banbury +78 · 6 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
- Common Limitations of Image Processing Metrics:A Picture Story
2021/04/12 by Annika Reinke, Minu D. Tizabi, Reinke, Annika +124 · 6 citations
Computer Science · Medicine · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Retrieval and Classification Techniques #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- AILuminate: Introducing v1.0 of the AI Risk and Reliability Benchmark from MLCommons
2025/02/19 by Shaona Ghosh, Heather Frase, Ghosh, Shaona +200 · 1 voice · 7 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #FOS: Computer and information sciences #cs.AI #cs.CY
- MLPerf Mobile Inference Benchmark
2020/12/03 by Reddi, Vijay Janapa, Kanter, David, Mattson, Peter +24 · 2 citations
#Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- DMLR: Data-centric Machine Learning Research -- Past, Present and Future
2023/11/21 by Oala, Luis, Maskey, Manil, Bat-Leah, Lilith +35 · 2 citations
#Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Parallel #Signal Processing (eess.SP) #and Cluster Computing (cs.DC) #electronic engineering #information engineering
- Data Engineering for Everyone
2021/02/23 by Vijay Janapa Reddi, Reddi, Vijay Janapa, Greg Diamos +7 · 1 citation
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
- Dynatask: A Framework for Creating Dynamic AI Benchmark Tasks
2022/04/05 by Tristan Thrush, Thrush, Tristan, Kushal Tirumala +17 · 1 citation
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Software Engineering Research