Benjamin Edelman

1. SGD on Neural Networks Learns Functions of Increasing Complexity
   2019/05/28 by Preetum Nakkiran, Gal Kaplun, Nakkiran, Preetum +11 · 18 citations
   Computer Science · Engineering · #Neural Networks and Applications #Machine Learning and Data Classification #Advanced Data Processing Techniques
2. The Evolution of Statistical Induction Heads: In-Context Learning Markov Chains
   2024/02/16 by Benjamin Edelman, Ezra Edelman, Edelman, Benjamin L. +7 · 24 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
3. Hidden Progress in Deep Learning: SGD Learns Parities Near the Computational Limit
   2022/07/18 by Boaz Barak, Benjamin Edelman, Barak, Boaz +9 · 13 citations
   Computer Science · Materials Science · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning in Materials Science #Neural and Evolutionary Computing (cs.NE) #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
4. Inductive Biases and Variable Creation in Self-Attention Mechanisms
   2021/10/19 by Benjamin Edelman, Edelman, Benjamin L., Surbhi Goel +5 · 10 citations
   Computer Science · #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Topic Modeling
5. Watermarks in the Sand: Impossibility of Strong Watermarking for Generative Models
   2023/11/07 by Hanlin Zhang, Benjamin Edelman, Zhang, Hanlin +9 · 13 citations
   Computer Science · #Advanced Steganography and Watermarking Techniques #Chaos-based Image/Signal Encryption #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG)
6. Distinguishing the Knowable from the Unknowable with Language Models
   2024/02/05 by Gustaf Ahdritz, Ahdritz, Gustaf, Tian Qin +7 · 5 citations
   Computer Science · #Explainable Artificial Intelligence (XAI)
7. Feature emergence via margin maximization: case studies in algebraic tasks
   2023/11/13 by Depen Morwani, Benjamin Edelman, Morwani, Depen +7 · 3 citations
   Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #I.2.6 #I.5.1 #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications #Topological and Geometric Data Analysis
8. Advertising disclosures: Measuring labeling alternatives in internet search engines
   2012/01/31 by Benjamin Edelman, Duncan S. Gilchrist · 1 citation
   Business, Management and Accounting · Social Sciences · #Consumer Market Behavior and Pricing #Digital Marketing and Social Media #Consumer Behavior in Brand Consumption and Identification
9. Pareto Frontiers in Neural Feature Learning: Data, Compute, Width, and Luck
   2023/09/07 by Benjamin Edelman, Edelman, Benjamin L., Surbhi Goel +7 · 1 citation
   Computer Science · #Domain Adaptation and Few-Shot Learning #Neural Networks and Applications #Machine Learning and Algorithms