New Submissions to TMLR · @tmlrsub
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Semi-Supervised Single Domain Generalization with Label-Free Adversarial Data Augmentation

openreview.net/forum?id=sUlbRf

#adversarial #supervised #generalization

Last updated 2 years ago

Published papers at TMLR · @tmlrpub
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WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series

Jean-Christophe Gagnon-Audet, Kartik Ahuja, Mohammad Javad Darvishi Bayazi et al.

Action editor: Antoni Chan.

openreview.net/forum?id=mvftzo

#generalization #generalize #datasets

Last updated 2 years ago

WIST Quotations · @WISTquote
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A quotation from Martin, Judith:

«
Miss Manners doubts that there is anything in the world like an elegantly dressed Bostonian lurching across the room and diving face first into a bowl of guacamole dip while simultaneously disengaging her bodice from her bosom. Therefore, Miss Manners has a wee bit of trouble preparing a general rule for dealing with this eventuality.
»

Full quote, sourcing, notes:
wist.info/martin-judith/62786/

#quote #quotes #quotation #exception #generalization #occurrence

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JMLR · @jmlr
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'Random Feature Neural Networks Learn Black-Scholes Type PDEs Without Curse of Dimensionality', by Lukas Gonon.

jmlr.org/papers/v24/21-0987.ht

#scholes #generalization #feature

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JMLR · @jmlr
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'Learning an Explicit Hyper-parameter Prediction Function Conditioned on Tasks', by Jun Shu, Deyu Meng, Zongben Xu.

jmlr.org/papers/v24/21-0742.ht

#learned #parameterized #generalization

Last updated 2 years ago

IT News · @itnewsbot
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New Submissions to TMLR · @tmlrsub
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Beyond Distribution Shift: Spurious Features Through the Lens of Training Dynamics

openreview.net/forum?id=Tkvmt9

#learned #dnns #generalization

Last updated 2 years ago

Published papers at TMLR · @tmlrpub
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Towards Better Generalization with Flexible Representation of Multi-Module Graph Neural Networks

HyunGeun Lee, Kijung Yoon

Action editor: Artem Babenko.

openreview.net/forum?id=EYjfLe

#Graphs #graph #generalization

Last updated 2 years ago

Published papers at TMLR · @tmlrpub
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Predicting Out-of-Domain Generalization with Neighborhood Invariance

Nathan Hoyen Ng, Neha Hulkund, Kyunghyun Cho, Marzyeh Ghassemi

Action editor: Vincent Dumoulin.

openreview.net/forum?id=jYkWdJ

#generalization #classifier #classification

Last updated 2 years ago

Published papers at TMLR · @tmlrpub
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Empirical Study on Optimizer Selection for Out-of-Distribution Generalization

Hiroki Naganuma, Kartik Ahuja, Shiro Takagi et al.

Action editor: Robert Gower.

openreview.net/forum?id=ipe0IM

#distributional #generalization #classification

Last updated 2 years ago

New Submissions to TMLR · @tmlrsub
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WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series

openreview.net/forum?id=mvftzo

#generalization #generalize #datasets

Last updated 2 years ago

Published papers at TMLR · @tmlrpub
519 followers · 433 posts · Server sigmoid.social

Federated Learning under Covariate Shifts with Generalization Guarantees

Ali Ramezani-Kebrya, Fanghui Liu, Thomas Pethick, Grigorios Chrysos, Volkan Cevher

Action editor: Yaoliang Yu.

openreview.net/forum?id=N7lCDa

#federated #generalization #privacy

Last updated 2 years ago

WIST Quotations · @WISTquote
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A quotation from Fry, Stephen:

«««««
It is a cliché that most clichés are true, but then like most clichés, that cliché is untrue.
»»»»»

Full quote, sourcing, notes:
wist.info/fry-stephen/60965/

#quote #quotes #quotation #cliche #generalization #truth

Last updated 2 years ago

Published papers at TMLR · @tmlrpub
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Analyzing Deep PAC-Bayesian Learning with Neural Tangent Kernel: Convergence, Analytic Generaliza...

Wei Huang, Chunrui Liu, Yilan Chen, Richard Yi Da Xu, Miao Zhang, Tsui-Wei Weng

Action editor: Benjamin Guedj.

openreview.net/forum?id=nEX2q5

#generalization #deep #benchmarks

Last updated 2 years ago

Published papers at TMLR · @tmlrpub
518 followers · 419 posts · Server sigmoid.social

Comparative Generalization Bounds for Deep Neural Networks

Tomer Galanti, Liane Galanti, Ido Ben-Shaul

Action editor: Yunhe Wang.

openreview.net/forum?id=162Tqk

#deep #depth #generalization

Last updated 2 years ago

Published papers at TMLR · @tmlrpub
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Guillotine Regularization: Why removing layers is needed to improve generalization in Self-Superv...

Florian Bordes, Randall Balestriero, Quentin Garrido, Adrien Bardes, Pascal Vincent

Action editor: Jinwoo Shin.

openreview.net/forum?id=ZgXfXS

#regularization #ImageNet #generalization

Last updated 2 years ago

New Submissions to TMLR · @tmlrsub
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Semantic Self-adaptation: Enhancing Generalization with a Single Sample

openreview.net/forum?id=ILNqQh

#regularization #normalization #generalization

Last updated 2 years ago

Published papers at TMLR · @tmlrpub
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Generalization as Dynamical Robustness--The Role of Riemannian Contraction in Supervised Learning

Leo Kozachkov, Patrick Wensing, Jean-Jacques Slotine

openreview.net/forum?id=Sb6p5m

#generalization #supervised #robustness

Last updated 2 years ago

Published papers at TMLR · @tmlrpub
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Neural Collapse: A Review on Modelling Principles and Generalization

Vignesh Kothapalli

openreview.net/forum?id=QTXocp

#classifier #generalization #deep

Last updated 2 years ago

Published papers at TMLR · @tmlrpub
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Training Data Size Induced Double Descent For Denoising Feedforward Neural Networks and the Role ...

Rishi Sonthalia, Raj Rao Nadakuditi

openreview.net/forum?id=FdMWtp

#denoising #generalization #shrinkage

Last updated 2 years ago