ML Theory

馃 ML Theory

machine learning theory, generalization, learning algorithms, statistical learning

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Tight Sample Complexity of Transformers

聽馃Machine Learning 聽Content type: Academic
arxiv.org路

Constant runtime error mitigation via restricted evolution

聽馃敁Open Source 聽Content type: Academic
nature.com路

To cleave or not to cleave: a systemic evaluation of DSS versus DSSO for cross-linking mass spectrometry analysis

聽馃Machine Learning 聽Content type: Academic
link.springer.com路

Gu Quanquan Exits ByteSeed: Doubao's Paid Model Conceals Hidden Agenda - 36Kr

聽馃Machine Learning
eu.36kr.com路

A Theory on Flow Matching with Neural Networks

聽馃Machine Learning 聽Content type: Academic
arxiv.org路

Noise-Adaptive High-Probability Regret Bounds for Online Convex Optimization

聽馃Machine Learning 聽Content type: Academic
arxiv.org路

Proportionality from Sampled Approvals

聽馃攳Interpretable ML 聽Content type: Academic
arxiv.org路

Stability beyond Bounded Differences: Sharp Generalization Bounds under Finite $L_p$ Moments

聽馃Machine Learning 聽Content type: Academic
arxiv.org路

Better Pauli Channel Learning with Maximum Likelihood Estimation

聽馃搳Statistics 聽Content type: Academic
arxiv.org路

3SPO: State-Score-Supervised Policy Optimization for LLM Agents

聽馃Game AI 聽Content type: Academic
arxiv.org路

Policy Gradient for Continuous-Time Robust Markov Decision Processes

聽馃攳Interpretable ML 聽Content type: Academic
arxiv.org路

Covariance Shrinkage via Stochastic Interpolation

聽馃Machine Learning 聽Content type: Academic
arxiv.org路

Information-Theoretic Bounds for Sparse Covariance Estimation in the Vertical-Split Distributed Model

聽馃Machine Learning 聽Content type: Academic
arxiv.org路

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization

聽馃Machine Learning 聽Content type: Academic
arxiv.org路

How Many Counterfactuals Does It Take? Probing VLM Hallucinations Through Circuits and Causal Effects

聽馃搳Statistics 聽Content type: Academic
arxiv.org路

Quantum Time Lower Bounds by Permutation Invariance

聽馃搱Algo Trading 聽Content type: Academic
arxiv.org路

Online KL-Regularized Reinforcement Learning with Function Approximation under Misspecification

聽馃Machine Learning 聽Content type: Academic
arxiv.org路

Multi-Armed Bandits with Arriving Arms: Sequential Screening, Dynamic Regret, and Sublinear Guarantees

聽馃Machine Learning 聽Content type: Academic
arxiv.org路

Uniform Stability and Generalization Error of GD and SGD on Fixed-Point Parameters

聽馃Machine Learning 聽Content type: Academic
arxiv.org路

Offline-to-Online Learning in Linear Bandits

聽馃Machine Learning 聽Content type: Academic
arxiv.org路

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