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adaptive-gradient

altgd-stggm

Fast Algorithm for Sparse Tensor-variate Gaussian Graphical Models via Alternating Gradient Descent

benign-overfitting-cnn

Benign Overfitting in Two-layer Convolutional Neural Networks

benign_relu_cnn

collablearn

Collaborative Learning with Incomplete and Noisy Knowledge

cp-time-series-clustering

High-dimensional Time Series Clustering via Cross-Predictability

cs161-winter2020

Fundamentals of Artificial Intelligence

cs260-fall18

Machine Learning

cs260-fall2022

cs260-spring2020

Machine Learning

cs269-winter2019

csrankings

A web app for ranking computer science departments according to their research output in selective venues.

cw-oful

Nearly Optimal Algorithms for Linear Contextual Bandits with Adversarial Corruptions

fedlinucb

A Simple and Provably Efficient Algorithm for Asynchronous Federated Contextual Linear Bandits

flash

Fast Local minimA finding with third-order SmootHness (FLASH)

frank-wolfe-advml

A Frank-Wolfe Framework for Efficient and Effective Adversarial Attacks (AAAI'20)

gose

local minima finding algorithm that can escape from saddle point in one step

hadam

new deep learning algorithms based Hamiltonian Monte Carlo and Adam

hf-ucrl-vtr

Computationally Efficient Horizon-Free Reinforcement Learning for Linear Mixture MDPs

ldp-ucrl-vtr

Locally Differentially Private Reinforcement Learning for Linear Mixture Markov Decision Processes

moe

Towards Understanding the Mixture-of-Experts Layer in Deep Learning

multipass-sgd

Risk Bounds of Multi-Pass SGD for Least Squares in the Interpolation Regime

neuralts

neuralucb

nonconvex-cggm

fast nonconvex algorithm for covariate-adjusted precision matrix estimation/conditional Gaussian graphical model estimation

nonconvex-imc

fast nonconvex algorithm for inductive matrix completion

nonconvex-lowrank

nonconvex Low-rank matrix factorization

nonconvex-lvggm

fast nonconvex algorithm for latent variable Gaussian graphical models

nonconvex-rpca

fast nonconvex algorithm for robust PCA

padam

Partially Adaptive Momentum Estimation method in the paper "Closing the Generalization Gap of Adaptive Gradient Methods in Training Deep Neural Networks" (accepted by IJCAI 2020)