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Elvis Dohmatob

  1. Strong Model Collapse
    2024/10/07 by Elvis Dohmatob, Dohmatob, Elvis, Yunzhen Feng +5 · 2 voices · 13 citations
    Computer Science · Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.LG #stat.ML
  2. Distributionally Robust Reinforcement Learning
    2019/02/23 by Elena Smirnova, Elvis Dohmatob, Smirnova, Elena +3 · 7 citations
    Computer Science · #Reinforcement Learning in Robotics #Formal Methods in Verification #Adversarial Robustness in Machine Learning
  3. Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification
    2024/06/11 by Yunzhen Feng, Feng, Yunzhen, Elvis Dohmatob +7 · 13 citations
    Computer Science · #Software Engineering Research #Software System Performance and Reliability #Advanced Database Systems and Queries
  4. Model Collapse Demystified: The Case of Regression
    2024/02/12 by Elvis Dohmatob, Dohmatob, Elvis, Yunzhen Feng +3 · 9 citations
    Engineering · #Reservoir Engineering and Simulation Methods
  5. The Pitfalls of Memorization: When Memorization Hurts Generalization
    2024/12/10 by Reza Bayat, Bayat, Reza, Mohammad Pezeshki +7 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topic Modeling
  6. Scalable Sampling for Nonsymmetric Determinantal Point Processes
    2022/01/20 by In‐Su Han, Mike Gartrell, Han, Insu +7 · 1 citation
    Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Point processes and geometric inequalities #Random Matrices and Applications
  7. Scaling Laws for Associative Memories
    2023/10/04 by Vivien Cabannes, Cabannes, Vivien, Elvis Dohmatob +3 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Error Correcting Code Techniques #FOS: Computer and information sciences #G.1.6 #I.2.6 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Neural Networks and Applications #Neural and Evolutionary Computing (cs.NE)
  8. An Adversarial Robustness Perspective on the Topology of Neural Networks
    2022/11/04 by Morgane Goibert, Thomas Ricatte, Goibert, Morgane +3 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #Advanced Graph Neural Networks