JMLR · @jmlr
715 followers · 328 posts · Server sigmoid.social

'Non-stationary Online Learning with Memory and Non-stochastic Control', by Peng Zhao, Yu-Hu Yan, Yu-Xiang Wang, Zhi-Hua Zhou.

jmlr.org/papers/v24/22-0218.ht

#stochastic #regret #optimal

Last updated 1 year ago

Published papers at TMLR · @tmlrpub
559 followers · 559 posts · Server sigmoid.social

Regret Bounds for Satisficing in Multi-Armed Bandit Problems

Thomas Michel, Hossein Hajiabolhassan, Ronald Ortner

Action editor: Branislav Kveton.

openreview.net/forum?id=QnT41Z

#bandit #optimal #reward

Last updated 1 year ago

Published papers at TMLR · @tmlrpub
550 followers · 539 posts · Server sigmoid.social

DoCoM: Compressed Decentralized Optimization with Near-Optimal Sample Complexity

Chung-Yiu Yau, Hoi To Wai

Action editor: Lijun Zhang.

openreview.net/forum?id=W0ehjk

#optimization #optimal #complexity

Last updated 1 year ago

New Submissions to TMLR · @tmlrsub
197 followers · 678 posts · Server sigmoid.social

Sharper Rates and Flexible Framework for Nonconvex SGD with Client and Data Sampling

openreview.net/forum?id=zKgJ6T

#sgd #optimal #sampling

Last updated 1 year ago

New Submissions to TMLR · @tmlrsub
197 followers · 675 posts · Server sigmoid.social

Partial Optimal Transport for Support Subset Selection

openreview.net/forum?id=75Ccop

#supervised #transport #optimal

Last updated 1 year ago

Sebastian Lasse · @sl007
1674 followers · 5115 posts · Server digitalcourage.social

@whalecoiner

Hello people -
wanna do a workshop but do not know what about:

is a super hot topic.

fedi.camp

[we are already doing 2 workshops, onboarding and federating wikidata were other desires but then it gets tiring …]

/ @m

#onboarding #optimal #fedicamp

Last updated 1 year ago

New Submissions to TMLR · @tmlrsub
185 followers · 638 posts · Server sigmoid.social

DoCoM: Compressed Decentralized Optimization with Near-Optimal Sample Complexity

openreview.net/forum?id=W0ehjk

#optimization #optimal #complexity

Last updated 1 year ago

Published papers at TMLR · @tmlrpub
524 followers · 479 posts · Server sigmoid.social

Online Min-max Problems with Non-convexity and Non-stationarity

Yu Huang, Yuan Cheng, Yingbin Liang, Longbo Huang

Action editor: Lijun Zhang.

openreview.net/forum?id=TdzQtb

#optimal #optimization #nonconvex

Last updated 1 year ago

New Submissions to TMLR · @tmlrsub
182 followers · 617 posts · Server sigmoid.social

Achieving the Pareto Frontier of Regret Minimization and Best Arm Identification in Multi-Armed Bandits

openreview.net/forum?id=XXfEmI

#bandits #optimal #optimally

Last updated 1 year ago

JMLR · @jmlr
680 followers · 286 posts · Server sigmoid.social

'Bilevel Optimization with a Lower-level Contraction: Optimal Sample Complexity without Warm-Start', by Riccardo Grazzi, Massimiliano Pontil, Saverio Salzo.

jmlr.org/papers/v24/22-1043.ht

#minimization #optimization #optimal

Last updated 1 year ago

JMLR · @jmlr
671 followers · 260 posts · Server sigmoid.social

'Optimal Convergence Rates for Distributed Nystroem Approximation', by Jian Li, Yong Liu, Weiping Wang.

jmlr.org/papers/v24/21-1049.ht

#distributed #ridge #optimal

Last updated 1 year ago

Published papers at TMLR · @tmlrpub
519 followers · 429 posts · Server sigmoid.social

Optimum-statistical Collaboration Towards General and Efficient Black-box Optimization

Wenjie Li, Chi-Hua Wang, Guang Cheng, Qifan Song

Action editor: Roman Garnett.

openreview.net/forum?id=ClIcmw

#bandits #optimal #optimization

Last updated 1 year ago

JMLR · @jmlr
672 followers · 255 posts · Server sigmoid.social

'Dimension Reduction in Contextual Online Learning via Nonparametric Variable Selection', by Wenhao Li, Ningyuan Chen, L. Jeff Hong.

jmlr.org/papers/v24/21-0818.ht

#lasso #bandit #optimal

Last updated 1 year ago

New Submissions to TMLR · @tmlrsub
175 followers · 529 posts · Server sigmoid.social

Stochastic Constrained DRO with a Complexity Independent of Sample Size

openreview.net/forum?id=VpaXrB

#optimization #optimal #stochastic

Last updated 2 years ago

Published papers at TMLR · @tmlrpub
516 followers · 381 posts · Server sigmoid.social

Fast Treatment Personalization with Latent Bandits in Fixed-Confidence Pure Exploration

Newton Mwai Kinyanjui, Emil Carlsson, Fredrik D. Johansson

Action editor: Branislav Kveton.

openreview.net/forum?id=NNRIGE

#bandits #exploration #optimal

Last updated 2 years ago

New Submissions to TMLR · @tmlrsub
169 followers · 481 posts · Server sigmoid.social

Optimum-statistical Collaboration Towards General and Efficient Black-box Optimization

openreview.net/forum?id=ClIcmw

#bandits #optimal #optimization

Last updated 2 years ago

JMLR · @jmlr
650 followers · 174 posts · Server sigmoid.social

'Kernel-based estimation for partially functional linear model: Minimax rates and randomized sketches', by Shaogao Lv, Xin He, Junhui Wang.

jmlr.org/papers/v24/20-1461.ht

#kernel #minimax #optimal

Last updated 2 years ago

Published papers at TMLR · @tmlrpub
506 followers · 281 posts · Server sigmoid.social

Better Theory for SGD in the Nonconvex World

Ahmed Khaled, Peter Richtárik

openreview.net/forum?id=AU4qHN

#sgd #optimal #stochastic

Last updated 2 years ago

TMLR certifications · @tmlrcert
111 followers · 16 posts · Server sigmoid.social

New :

Better Theory for SGD in the Nonconvex World

Ahmed Khaled, Peter Richtárik

openreview.net/forum?id=AU4qHN

#surveycertification #sgd #optimal #stochastic

Last updated 2 years ago

New Submissions to TMLR · @tmlrsub
159 followers · 382 posts · Server sigmoid.social

Fast Treatment Personalization with Latent Bandits in Fixed-Confidence Pure Exploration

openreview.net/forum?id=NNRIGE

#bandits #exploration #optimal

Last updated 2 years ago