Sanae Lotfi

1. Non-Vacuous Generalization Bounds for Large Language Models
   2023/12/28 by Sanae Lotfi, Lotfi, Sanae, Marc Finzi +9 · 2 voices · 8 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
2. PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization
   2022/11/24 by Sanae Lotfi, Lotfi, Sanae, Marc Finzi +9 · 8 citations
   Computer Science · Physics and Astronomy · #Advanced Neural Network Applications #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks
3. Small Batch Size Training for Language Models: When Vanilla SGD Works, and Why Gradient Accumulation Is Wasteful
   2025/07/09 by Martin Marek, Sanae Lotfi, Marek, Martin +7 · 4 voices · 12 citations
   Computer Science · Medicine · #Topic Modeling #Natural Language Processing Techniques #Artificial Intelligence in Healthcare and Education
4. Unlocking Tokens as Data Points for Generalization Bounds on Larger Language Models
   2024/07/25 by Sanae Lotfi, Yilun Kuang, Lotfi, Sanae +9 · 1 voice · 3 citations
   #stat.ML #cs.LG