ML Theory

machine learning theory, generalization, learning algorithms, statistical learning

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Scoured 37 posts in 6.4 ms

Two-Stage Robust Sparse Gradient Methods for Regression Under Heavy-Tailed Designs

馃Machine Learning Content type: Academic
arxiv.org

Diff2SP: Diffusion Models for Correlated Scenario Generation in Stochastic Programming

馃Machine Learning Content type: Academic
arxiv.org

An Empirical Study of Data Scale, Model Complexity, and Input Modalities in Visual Generalization

馃Machine LearningContent type: Academic
arxiv.org

Uncertainty-Aware LLM-Guided Policy Shaping for Sparse-Reward Reinforcement Learning

馃搳StatisticsContent type: Academic
arxiv.org

Continuous-Variable Quantum State Tomography Enabled by Quantum Mirrors

馃Machine LearningContent type: Academic
arxiv.org

When Both Layers Learn: Training Dynamics of Representing Linear Models via ReLU Networks

馃Machine Learning Content type: Academic
arxiv.org

PAC-Bayesian Adversarially Robust Generalization for Message Passing Graph Neural Networks: A Sensitivity Analysis

馃Machine LearningContent type: Academic
arxiv.org

TinyML-Driven Cybersecurity for Autonomous Spacecraft: Latency-Accuracy Analysis for SPARTA RF and Cyber Threat Detection

馃攳Interpretable MLContent type: Academic
arxiv.org

Invariant Gradient Alignment for Robust Reasoning Distillation

馃攳Interpretable MLContent type: Academic
arxiv.org

Cross-Epoch Adaptive Rollout Optimization for RL Post-Training

馃Machine Learning Content type: Academic
arxiv.org

New Empirical Process Tools and Their Applications to Robust Deep ReLU Networks and Phase Transitions for Nonparametric Regression

馃Machine Learning Content type: Academic
arxiv.org

Exact Unlearning in Reinforcement Learning

馃AI Content type: Academic
arxiv.org

How abundant are good interpolators?

馃Machine Learning Content type: Academic
arxiv.org

Subspace-Aware Sparse Autoencoders for Effective Mechanistic Interpretability

馃攳Interpretable MLContent type: Academic
arxiv.org

Regret Minimization in Single-Dimensional Contract-Design with Binary Actions

馃Game AIContent type: Academic
arxiv.org

Experimental measurement and a physical interpretation of quantum shadow enumerators

馃捁Quant FinanceContent type: Academic
arxiv.org

Fermionic non-Gaussianity via Bell sampling: monotones and efficient quantum algorithms

馃Machine Learning Content type: Academic
arxiv.org

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