conftrace_
← Optimization & Theory
Machine Learning › Optimization & Theory ›

Learning Theory

5,312 papers

Papers per year

Papers

Beyond accuracy: generalization properties of bio-plausible temporal credit assignment rules NIPS 2022
Quantum Algorithms for Sampling Log-Concave Distributions and Estimating Normalizing Constants NIPS 2022
Adaptive Oracle-Efficient Online Learning NIPS 2022
Generalization Error Bounds on Deep Learning with Markov Datasets NIPS 2022
Generalization for multiclass classification with overparameterized linear models NIPS 2022
Generalization Properties of NAS under Activation and Skip Connection Search NIPS 2022
A Characterization of Semi-Supervised Adversarially Robust PAC Learnability NIPS 2022
Task-Free Continual Learning via Online Discrepancy Distance Learning NIPS 2022
Understanding the Eluder Dimension NIPS 2022
A Robust Phased Elimination Algorithm for Corruption-Tolerant Gaussian Process Bandits NIPS 2022
SQ Lower Bounds for Learning Single Neurons with Massart Noise NIPS 2022
Active Learning Polynomial Threshold Functions NIPS 2022
Finite Sample Analysis Of Dynamic Regression Parameter Learning NIPS 2022
Lower Bounds on Randomly Preconditioned Lasso via Robust Sparse Designs NIPS 2022
Near-Optimal Regret Bounds for Multi-batch Reinforcement Learning NIPS 2022
Stochastic Online Learning with Feedback Graphs: Finite-Time and Asymptotic Optimality NIPS 2022
Learning and Covering Sums of Independent Random Variables with Unbounded Support NIPS 2022
Online PAC-Bayes Learning NIPS 2022
A Closer Look at Prototype Classifier for Few-shot Image Classification NIPS 2022
Distinguishing Learning Rules with Brain Machine Interfaces NIPS 2022
Empirical Phase Diagram for Three-layer Neural Networks with Infinite Width NIPS 2022
TTOpt: A Maximum Volume Quantized Tensor Train-based Optimization and its Application to Reinforcement Learning NIPS 2022
On the Generalization Power of the Overfitted Three-Layer Neural Tangent Kernel Model NIPS 2022
IMED-RL: Regret optimal learning of ergodic Markov decision processes NIPS 2022
Does Momentum Change the Implicit Regularization on Separable Data? NIPS 2022