Holmes, Connor
- DeepSpeed-Chat: Easy, Fast and Affordable RLHF Training of ChatGPT-like Models at All Scales
2023/08/02 by Zhewei Yao, Reza Yazdani Aminabadi, Yao, Zhewei +35 · 14 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- RenAIssance: A Survey into AI Text-to-Image Generation in the Era of Large Model
2023/09/02 by Fengxiang Bie, Bie, Fengxiang, Yibo Yang +23 · 14 citations
Computer Science · #Generative Adversarial Networks and Image Synthesis #Multimodal Machine Learning Applications #Video Analysis and Summarization
- DeepSpeed-FastGen: High-throughput Text Generation for LLMs via MII and DeepSpeed-Inference
2024/01/09 by Connor Holmes, Masahiro Tanaka, Holmes, Connor +19 · 15 citations
Computer Science · Engineering · #Topic Modeling #Natural Language Processing Techniques #Ferroelectric and Negative Capacitance Devices
- NxMTransformer: Semi-Structured Sparsification for Natural Language Understanding via ADMM
2021/10/28 by Connor Holmes, Holmes, Connor, Minjia Zhang +5 · 3 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Non-Destructive Testing Techniques
- DeepSpeed4Science Initiative: Enabling Large-Scale Scientific Discovery through Sophisticated AI System Technologies
2023/10/06 by Shuaiwen Leon Song, Bonnie Kruft, Song, Shuaiwen Leon +181 · 4 citations
Biochemistry, Genetics and Molecular Biology · Decision Sciences · Materials Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Genetics, Bioinformatics, and Biomedical Research #Machine Learning (cs.LG) #Machine Learning in Materials Science #Scientific Computing and Data Management
- DeepSpeed Data Efficiency: Improving Deep Learning Model Quality and Training Efficiency via Efficient Data Sampling and Routing
2022/12/07 by Conglong Li, Zhewei Yao, Li, Conglong +8 · 3 citations
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Topic Modeling
- ZeRO++: Extremely Efficient Collective Communication for Giant Model Training
2023/06/16 by Guanhua Wang, Heyang Qin, Wang, Guanhua +15 · 3 citations
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM #Parallel #Performance (cs.PF) #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- An Efficient Global Optimality Certificate for Landmark-Based SLAM
2022/06/26 by Connor Holmes, Timothy D. Barfoot, Holmes, Connor +1 · 2 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Optimization and Search Problems #Robotic Path Planning Algorithms #Robotics (cs.RO) #Robotics and Sensor-Based Localization
- GraphZero: Breaking Symmetry for Efficient Graph Mining
2019/11/28 by Mawhirter, Daniel, Reinehr, Sam, Holmes, Connor +2 · 1 citation
#Databases (cs.DB) #FOS: Computer and information sciences #Performance (cs.PF)
- Certifiably Optimal Rotation and Pose Estimation Based on the Cayley Map
2023/08/23 by Timothy D. Barfoot, Connor Holmes, Barfoot, Timothy D +3 · 1 citation
Computer Science · Engineering · #FOS: Computer and information sciences #Robotic Mechanisms and Dynamics #Robotics (cs.RO) #Robotics and Sensor-Based Localization #Target Tracking and Data Fusion in Sensor Networks
- STAR-loc: Dataset for STereo And Range-based localization
2023/09/11 by Dümbgen, Frederike, Shalaby, Mohammed A., Holmes, Connor +4 · 1 citation
#FOS: Computer and information sciences #Robotics (cs.RO)
- SDPRLayers: Certifiable Backpropagation Through Polynomial Optimization Problems in Robotics
2024/05/29 by Connor Holmes, Frederike Dümbgen, Holmes, Connor +3 · 1 citation
Computer Science · #FOS: Computer and information sciences #Formal Methods in Verification #Optimization and Search Problems #Robotic Path Planning Algorithms #Robotics (cs.RO)