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Isabelle Guyon

  1. Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
    2025/07/07 by Gheorghe Comanici, Eric Bieber, Comanici, Gheorghe +6844 · 8 voices · 1398 citations
    #cs.CL #cs.AI
  2. Neural networks for power flow: Graph neural solver
    2020/07/27 by Balthazar Donon, Rémy Clément, Benjamin Donnot +3 · 15 citations
    Computer Science · Engineering · #Advanced Graph Neural Networks #Power System Optimization and Stability #Energy Load and Power Forecasting
  3. Bayesian Optimization is Superior to Random Search for Machine Learning Hyperparameter Tuning: Analysis of the Black-Box Optimization Challenge 2020
    2021/04/20 by Ryan Turner, David Eriksson, Turner, Ryan +11 · 13 citations
    Computer Science · #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
  4. Structural Agnostic Modeling: Adversarial Learning of Causal Graphs
    2018/03/13 by Diviyan Kalainathan, Kalainathan, Diviyan, Olivier Goudet +7 · 10 citations
    Computer Science · #Bayesian Modeling and Causal Inference #Anomaly Detection Techniques and Applications #Explainable Artificial Intelligence (XAI)
  5. Are we making progress in unlearning? Findings from the first NeurIPS unlearning competition
    2024/06/13 by Eleni Triantafillou, Peter Kairouz, Triantafillou, Eleni +26 · 14 citations
    Medicine · #Glioma Diagnosis and Treatment
  6. Design and Analysis of the NIPS 2016 Review Process
    2017/08/31 by Nihar B. Shah, Behzad Tabibian, Shah, Nihar B. +7 · 3 citations
    Computer Science · Materials Science · #Advanced Graph Neural Networks #Digital Libraries (cs.DL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Materials Science #Social and Information Networks (cs.SI)
  7. Causal Generative Neural Networks
    2017/11/24 by Olivier Goudet, Diviyan Kalainathan, Goudet, Olivier +9 · 4 citations
    Computer Science · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (stat.ML) #Neural Networks and Applications #Topic Modeling
  8. The Tracking Machine Learning challenge : Throughput phase
    2021/05/03 by Sabrina Amrouche, Amrouche, Sabrina, L. Basara +36 · 3 citations
    Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #Machine Learning (cs.LG) #Particle Detector Development and Performance #Particle physics theoretical and experimental studies #Privacy-Preserving Technologies in Data
  9. First Impressions: A Survey on Vision-Based Apparent Personality Trait Analysis
    2018/04/21 by Julio C. S. Jacques Junior, Yağmur Güçlütürk, Junior, Julio C. S. Jacques +19 · 2 citations
    Psychology · #Computer Vision and Pattern Recognition (cs.CV) #Evolutionary Psychology and Human Behavior #FOS: Computer and information sciences #Personality Disorders and Psychopathology #Personality Traits and Psychology
  10. Introducing machine learning for power system operation support
    2017/09/27 by Benjamin Donnot, Donnot, Benjamin, Isabelle Guyon +7 · 3 citations
    Engineering · #Artificial Intelligence (cs.AI) #Electricity Theft Detection Techniques #Energy Load and Power Forecasting #FOS: Computer and information sciences #Machine Learning (stat.ML) #Power System Reliability and Maintenance
  11. Asynchronous Decentralized Bayesian Optimization for Large Scale Hyperparameter Optimization
    2022/07/01 by Romain Égelé, Egele, Romain, Isabelle Guyon +5 · 2 citations
    Computer Science · Decision Sciences · #Advanced Neural Network Applications #Advanced Bandit Algorithms Research #Machine Learning and Data Classification
  12. Usefulness of LLMs as an Author Checklist Assistant for Scientific Papers: NeurIPS'24 Experiment
    2024/11/05 by Alexander Goldberg, Ihsan Ullah, Goldberg, Alexander +11 · 1 voice · 3 citations
    Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #Digital Libraries (cs.DL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Topic Modeling #cs.CL #cs.DL #cs.HC
  13. Fast Power system security analysis with Guided Dropout
    2018/01/30 by Benjamin Donnot, Donnot, Benjamin, Isabelle Guyon +7 · 1 citation
    Engineering · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Optimal Power Flow Distribution #Power System Optimization and Stability #Smart Grid Security and Resilience
  14. FAIR Universe HiggsML Uncertainty Dataset and Competition
    2024/10/03 by Benato, Lisa, W. Bhimji, Bhimji, Wahid +44 · 4 citations
    Business, Management and Accounting · Computer Science · Decision Sciences · #Big Data and Business Intelligence #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #High Energy Physics - Phenomenology (hep-ph) #Machine Learning (cs.LG) #Research Data Management Practices #Scientific Computing and Data Management #Statistics and Probability (physics.data-an)
  15. AutoDEUQ: Automated Deep Ensemble with Uncertainty Quantification
    2021/10/26 by Romain Égelé, Egele, Romain, Romit Maulik +9 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
  16. Unified Physical-Digital Attack Detection Challenge
    2024/04/09 by Haocheng Yuan, Yuan, Haocheng, Ajian Liu +15 · 2 citations
    Computer Science · Engineering · #Advanced Malware Detection Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Network Security and Intrusion Detection #Smart Grid Security and Resilience
  17. NeurIPS 2020 Competition: Predicting Generalization in Deep Learning
    2020/12/14 by Yiding Jiang, Jiang, Yiding, Pierre Foret +17 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  18. EEG Foundation Challenge: From Cross-Task to Cross-Subject EEG Decoding
    2025/06/23 by Bruno Aristimunha, Dung Truong, Aristimunha, Bruno +34 · 3 citations
    Neuroscience · #EEG and Brain-Computer Interfaces #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering