statistical physics

Emergent Fast-Slow Dynamics in Multi-Agent Q-Learning for Networked Stochastic Games AAAI 2026 Investment-Driven Social Influence: A Statistical Physics Approach to Advertising Response ACL 2025 Manifolds, Random Matrices and Spectral Gaps: The geometric phases of generative diffusion ICLR 2025 Optimal Protocols for Continual Learning via Statistical Physics and Control Theory ICLR 2025 Scalable Discrete Diffusion Samplers: Combinatorial Optimization and Statistical Physics ICLR 2025 The Geometry of Prompting: Unveiling Distinct Mechanisms of Task Adaptation in Language Models NAACL 2025 Batched Energy-Entropy acquisition for Bayesian Optimization NeurIPS 2024 Deep Neural Networks via Complex Network Theory: A Perspective IJCAI 2024 What’s the score? Automated Denoising Score Matching for Nonlinear Diffusions ICML 2024 Contextual Stochastic Block Model: Sharp Thresholds and Contiguity JMLR 2023 Learning Curves for Deep Structured Gaussian Feature Models NeurIPS 2023 An Analytical Theory of Curriculum Learning in Teacher-Student Networks NeurIPS 2022 Mappings for Marginal Probabilities with Applications to Models in Statistical Physics JMLR 2022 Phase diagram of Stochastic Gradient Descent in high-dimensional two-layer neural networks NeurIPS 2022 Self-Consistency of the Fokker Planck Equation COLT 2022 Structure Preserving Neural Networks: A Case Study in the Entropy Closure of the Boltzmann Equation ICML 2022 On the interplay between data structure and loss function in classification problems NeurIPS 2021 On the mapping between Hopfield networks and Restricted Boltzmann Machines ICLR 2021 Generalization in multitask deep neural classifiers: a statistical physics approach NeurIPS 2019 Comparing Dynamics: Deep Neural Networks versus Glassy Systems ICML 2018 Structure Learning of ${H}$-colorings ALT 2018 Learning Planar Ising Models JMLR 2016 Training Restricted Boltzmann Machine via the Thouless-Anderson-Palmer free energy NeurIPS 2015 Dense Message Passing for Sparse Principal Component Analysis AISTATS 2010 Short-term memory in neuronal networks through dynamical compressed sensing NeurIPS 2010