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Saul, Lawrence K.

  1. Variational Inference in Location-Scale Families: Exact Recovery of the Mean and Correlation Matrix
    2024/10/14 by Charles C. Margossian, Lawrence K. Saul, Margossian, Charles C. +1 · 2 voices · 6 citations
    Physics and Astronomy · Psychology · Social Sciences · #Opinion Dynamics and Social Influence #Cultural Differences and Values #Computational and Text Analysis Methods
  2. EigenVI: score-based variational inference with orthogonal function expansions
    2024/10/31 by Diana Cai, Chirag Modi, Cai, Diana +10 · 2 voices · 7 citations
    Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Domain Adaptation and Few-Shot Learning #Generative Adversarial Networks and Image Synthesis
  3. Batch and match: black-box variational inference with a score-based divergence
    2024/02/22 by Diana Cai, Chirag Modi, Cai, Diana +11 · 6 citations
    Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #Computation (stat.CO) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Inference
  4. The Shrinkage-Delinkage Trade-off: An Analysis of Factorized Gaussian Approximations for Variational Inference
    2023/02/17 by Margossian, Charles C., Saul, Lawrence K. · 4 citations
    #Computation (stat.CO) #FOS: Computer and information sciences #Machine Learning (stat.ML)
  5. Variational Inference for Uncertainty Quantification: an Analysis of Trade-offs
    2024/03/20 by Charles C. Margossian, Loucas Pillaud-Vivien, Margossian, Charles C. +4 · 1 voice · 3 citations
    Computer Science · Mathematics · Physics and Astronomy · #Bayesian Methods and Mixture Models #Gaussian Processes and Bayesian Inference #Model Reduction and Neural Networks #cs.LG #stat.CO #stat.ML
  6. Batch, match, and patch: low-rank approximations for score-based variational inference
    2024/10/29 by Chirag Modi, Diana Cai, Modi, Chirag +3 · 1 voice · 4 citations
    Computer Science · Mathematics · #Statistical Methods and Inference #cs.LG #stat.CO #stat.ML
  7. Analysis and Extension of Arc-Cosine Kernels for Large Margin Classification
    2011/12/16 by Youngmin Cho, Cho, Youngmin, Lawrence K. Saul +1 · 1 citation
    Computer Science · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Human Pose and Action Recognition #Machine Learning (cs.LG) #Neural Networks and Applications
  8. CosmoBench: A Multiscale, Multiview, Multitask Cosmology Benchmark for Geometric Deep Learning
    2025/07/04 by Ningyuan Huang, Huang, Ningyuan, Richard Stiskalek +15 · 2 citations
    Computer Science · #Computational Physics and Python Applications #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Computer and information sciences #FOS: Physical sciences #Instrumentation and Methods for Astrophysics (astro-ph.IM) #Machine Learning (cs.LG)