Stephen Mussmann

1. Concept Bottleneck Models
   2020/07/09 by Pang Wei Koh, Koh, Pang Wei, Thao Nguyen +11 · 148 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Machine Learning in Bioinformatics #Metabolomics and Mass Spectrometry Studies #Machine Learning in Healthcare
2. DataComp: In search of the next generation of multimodal datasets
   2023/04/27 by Samir Yitzhak Gadre, Gadre, Samir Yitzhak, Gabriel Ilharco +65 · 86 citations
   Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning in Healthcare #Topic Modeling
3. Selection via Proxy: Efficient Data Selection for Deep Learning
   2019/06/26 by Cody Coleman, Coleman, Cody, Christopher Yeh +13 · 38 citations
   Computer Science · #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
4. LabelBench: A Comprehensive Framework for Benchmarking Adaptive Label-Efficient Learning
   2023/06/16 by Jifan Zhang, Zhang, Jifan, Yifang Chen +16 · 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 #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification
5. An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models
   2024/01/12 by Gantavya Bhatt, Bhatt, Gantavya, Yifang Chen +21 · 4 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Natural Language Processing Techniques #Topic Modeling
6. Generalized Binary Search For Split-Neighborly Problems
   2018/02/27 by Stephen Mussmann, Percy Liang, Mussmann, Stephen +1 · 1 citation
   Computer Science · #Artificial Intelligence (cs.AI) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning and Algorithms #Optimization and Search Problems