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#learning-theory — news, CVEs and analysis · ZeroHour

today 56 visits · 73 views · 11 reads·all time 17K views

09:57 UTC· just now

Tag

#learning-theory

1 stories this week · 11 this month · 11 in 6 months · mostly AI

stories per day · 30 days

Related#generalization 2 #generalization-bounds 2 #optimization 2 #rademacher-complexity 2 #algorithmic-stability 1 #bandits 1 #bayesian-duality 1 #best-arm-identification 1 #computational-hardness 1 #concept-shift 1 #convex-duality 1 #deep-learning-theory 1 #differential-privacy 1 #distribution-shift 1 #double-descent 1 #ensembling 1 #finite-sample-bounds 1 #formal-verification 1

11 stories, newest first · one card per story

arXiv cs.AI / cs.LG / cs.CL·3d ago

Even Sharper Bounds for Transductive Learning and Its Applications

#transductive-learning #learning-theory #rademacher-complexity

AI research

arXiv cs.AI / cs.LG / cs.CL·10d ago

Double descent is the principle of least action

#double-descent #generalization #learning-theory

AI research

arXiv cs.AI / cs.LG / cs.CL·10d ago

Fast Learning Rates for Physics-Informed Kernel Methods

#finite-sample-bounds #kernel-methods #learning-theory

AI research

1

arXiv cs.AI / cs.LG / cs.CL·15d ago

Benign Loss Landscapes Can Coexist with Worst-Case Hardness

#computational-hardness #deep-learning-theory #learning-theory

AI research

arXiv cs.AI / cs.LG / cs.CL·16d ago

General Quantification of Covariate and Concept Shifts

#concept-shift #distribution-shift #generalization-bounds

AI research

1

arXiv cs.AI / cs.LG / cs.CL·17d ago

A positive resolution of the gap-entropy conjecture

#bandits #best-arm-identification #gap-entropy-conjecture

AI research

arXiv cs.AI / cs.LG / cs.CL·17d ago

Characterizing Language Generation in the Limit: Finite Witnesses and a Separation-Width Hierarch

#formal-verification #identification-in-the-limit #language-generation

AI research

1

arXiv cs.AI / cs.LG / cs.CL·17d ago

Algorithmic stability via ensembling

#algorithmic-stability #differential-privacy #ensembling

AI research

arXiv cs.AI / cs.LG / cs.CL·18d ago

Nearly Tight Rademacher Bounds for Sparsely Activated Neural Networks

#generalization-bounds #learning-theory #rademacher-complexity

AI research

arXiv cs.AI / cs.LG / cs.CL·18d ago

A Generalization of Amari's Bayesian Duality

#bayesian-duality #convex-duality #information-geometry

AI research

arXiv cs.AI / cs.LG / cs.CL·19d ago

A Theoretical Analysis of Generalization Dynamics in Neural Networks under Gradient Descent with Weight Decay

#generalization #gradient-descent #grokking

AI research