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Mitchell, Eric

  1. On the Opportunities and Risks of Foundation Models
    2021/08/16 by Rishi Bommasani, Bommasani, Rishi, Drew A. Hudson +233 · 11 voices · 608 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Adversarial Robustness in Machine Learning #Topic Modeling
  2. Direct Preference Optimization: Your Language Model is Secretly a Reward Model
    2023/05/29 by Rafael Rafailov, Rafailov, Rafael, Archit Sharma +9 · 9 voices · 1699 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Speech and dialogue systems
  3. Cognitive Constraint Simulation and the Geometry of Human Authorship: A First-Principles Theory of AI Text Detection
    2023/01/26 by Eric Mitchell, Yoonho Lee, Mitchell, Eric +7 · 4 voices · 120 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Hate Speech and Cyberbullying Detection
  4. OpenAI o1 System Card
    2024/12/21 by OpenAI, :, Aaron Jaech +347 · 557 citations
    Computer Science · #Advanced Computational Techniques and Applications
  5. Just Ask for Calibration: Strategies for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback
    2023/05/24 by Katherine Tian, Tian, Katherine, Eric Mitchell +13 · 134 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Topic Modeling
  6. Fast Model Editing at Scale
    2021/10/21 by Eric Mitchell, Mitchell, Eric, Charles Lin +7 · 51 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications #Topic Modeling
  7. Memory-Based Model Editing at Scale
    2022/06/13 by Eric Mitchell, Mitchell, Eric, Charles P. Lin +7 · 46 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning in Healthcare #Natural Language Processing Techniques #Topic Modeling
  8. Fine-tuning Language Models for Factuality
    2023/11/14 by Katherine Tian, Tian, Katherine, Eric Mitchell +7 · 21 citations
    Computer Science · Medicine · #Topic Modeling #Natural Language Processing Techniques #Artificial Intelligence in Healthcare and Education
  9. Learning Language-Conditioned Robot Behavior from Offline Data and Crowd-Sourced Annotation
    2021/09/02 by Suraj Nair, Nair, Suraj, Eric Mitchell +9 · 12 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Reinforcement Learning in Robotics #Robot Manipulation and Learning #Robotics (cs.RO)
  10. An Emulator for Fine-Tuning Large Language Models using Small Language Models
    2023/10/19 by Eric Mitchell, Rafael Rafailov, Mitchell, Eric +7 · 10 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Text Readability and Simplification
  11. Q-Learning for Continuous Actions with Cross-Entropy Guided Policies
    2019/03/25 by Simmons-Edler, Riley, Eisner, Ben, Mitchell, Eric +2 · 4 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
  12. Online Adaptation of Language Models with a Memory of Amortized Contexts
    2024/03/07 by Tack, Jihoon, Kim, Jaehyung, Mitchell, Eric +3 · 7 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  13. Enhancing Self-Consistency and Performance of Pre-Trained Language Models through Natural Language Inference
    2022/11/21 by Mitchell, Eric, Noh, Joseph J., Li, Siyan +5 · 5 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  14. Self-Destructing Models: Increasing the Costs of Harmful Dual Uses of Foundation Models
    2022/11/27 by Peter Henderson, Eric Mitchell, Henderson, Peter +7 · 5 citations
    Computer Science · Medicine · #Adversarial Robustness in Machine Learning #Artificial Intelligence in Healthcare and Education #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  15. A Critical Evaluation of AI Feedback for Aligning Large Language Models
    2024/02/19 by Sharma, Archit, Keh, Sedrick, Mitchell, Eric +3 · 6 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  16. Calibrating Language Models with Adaptive Temperature Scaling
    2024/09/29 by Jiawei Xie, Xie, Johnathan, Annie S. Chen +7 · 8 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
  17. Offline Meta-Reinforcement Learning with Advantage Weighting
    2020/08/13 by Eric Mitchell, Rafael Rafailov, Mitchell, Eric +7 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Reinforcement Learning in Robotics
  18. Meta-Learning Online Adaptation of Language Models
    2023/05/24 by Hu, Nathan, Mitchell, Eric, Manning, Christopher D. +1 · 3 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  19. FSPO: Few-Shot Preference Optimization of Synthetic Preference Data in LLMs Elicits Effective Personalization to Real Users
    2025/02/26 by Singh, Anikait, Hsu, Sheryl, Hsu, Kyle +5 · 7 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  20. RLVF: Learning from Verbal Feedback without Overgeneralization
    2024/02/16 by Moritz Stephan, Alexander Khazatsky, Stephan, Moritz +11 · 2 citations
    Computer Science · #Fuzzy Logic and Control Systems #Neural Networks and Applications #Intelligent Tutoring Systems and Adaptive Learning
  21. Higher-Order Function Networks for Learning Composable 3D Object Representations
    2019/07/24 by Eric Mitchell, Mitchell, Eric, Selim Engin +5 · 2 citations
    Engineering · Computer Science · #3D Shape Modeling and Analysis #Human Pose and Action Recognition #Image Processing and 3D Reconstruction
  22. Test-Time Alignment via Hypothesis Reweighting
    2024/12/11 by Yoonho Lee, Lee, Yoonho, Jonathan S. Williams +11 · 1 citation
    Computer Science · #Educational Technology and Assessment #FOS: Computer and information sciences #Machine Learning (cs.LG)
  23. RECKONING: Reasoning through Dynamic Knowledge Encoding
    2023/05/10 by Chen, Zeming, Weiss, Gail, Mitchell, Eric +2 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)