New Submissions to TMLR · @tmlrsub
203 followers · 730 posts · Server sigmoid.social

Projected Randomized Smoothing for Certified Adversarial Robustness

openreview.net/forum?id=FObkvL

#robustness #robust #classifiers

Last updated 1 year ago

CryptoNewsBot · @cryptonewsbot
681 followers · 36132 posts · Server schleuss.online
Published papers at TMLR · @tmlrpub
545 followers · 516 posts · Server sigmoid.social

Vulnerability-Aware Instance Reweighting For Adversarial Training

Olukorede Fakorede, Ashutosh Kumar Nirala, Modeste Atsague, Jin Tian

Action editor: Qibin Zhao.

openreview.net/forum?id=kdPcLd

#adversarial #classifiers #robustness

Last updated 1 year ago

Luis M. Rocha · @lmrocha
187 followers · 303 posts · Server qoto.org

Are biological near critical? Existing models are not, as shown in our recent work with Jordan C Rozum, Reka Albert, Kyu Hyong Park, and Felipe Costa.
,
of biomolecular suggests functional modules far from the
biorxiv.org/content/10.1101/20

#robustness #networks #edgeofchaos #complexnetworks #systemsbiology

Last updated 1 year ago

Giskard · @Giskard
47 followers · 61 posts · Server fosstodon.org

πŸ” Easily , test, and your AI models to identify issues before deployment, including , data , non-, ethical , overconfidence, and more. [3/8]

#scan #debug #performance #leakage #robustness #biases

Last updated 1 year ago

Published papers at TMLR · @tmlrpub
519 followers · 430 posts · Server sigmoid.social

Robust Multi-Agent Reinforcement Learning with State Uncertainty

Sihong He, Songyang Han, Sanbao Su, Shuo Han, Shaofeng Zou, Fei Miao

Action editor: Marc Lanctot.

openreview.net/forum?id=CqTkap

#robust_marl_with_state_uncertainty #robustness #robust

Last updated 1 year ago

New Submissions to TMLR · @tmlrsub
180 followers · 573 posts · Server sigmoid.social

Concert: Context-Aware Randomized Smoothing via Colorization-Based Entropy

openreview.net/forum?id=Jy8VJT

#adversarial #robustness #smoothing

Last updated 1 year ago

JMLR · @jmlr
671 followers · 244 posts · Server sigmoid.social

'Statistical Robustness of Empirical Risks in Machine Learning', by Shaoyan Guo, Huifu Xu, Liwei Zhang.

jmlr.org/papers/v24/20-1039.ht

#robustness #robust #risk

Last updated 1 year ago

Daniele de Rigo · @dderigo
117 followers · 136 posts · Server hostux.social

4/

Below, key points:

- "lack of "

- statistical & " of event attribution results"

[4] Seneviratne, et al., 2021. Chapter 11: weather and climate extreme events in a changing climate. In: Climate Change 2021: The Physical Science Basis - Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change. IPCC, Geneva, Switzerland, pp. 1513–1766. purl.org/INRMM-MiD/z-ED8RQFV5

ipcc.ch/report/ar6/wg1/downloa

#modelevaluation #uncertainty #robustness #references

Last updated 1 year ago

New Submissions to TMLR · @tmlrsub
180 followers · 568 posts · Server sigmoid.social

Vulnerability-Aware Instance Reweighting For Adversarial Training

openreview.net/forum?id=kdPcLd

#adversarial #classifiers #robustness

Last updated 1 year ago

Daniele de Rigo · @dderigo
117 followers · 136 posts · Server hostux.social

4/

Below, key points:

- "lack of "

- statistical & " of event attribution results"

[4] Seneviratne, et al., 2021. Chapter 11: weather and climate extreme events in a changing climate. In: Climate Change 2021: The Physical Science Basis - Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change. IPCC, Geneva, Switzerland, pp. 1513–1766. purl.org/INRMM-MiD/z-ED8RQFV5

ipcc.ch/report/ar6/wg1/downloa

#modelevaluation #uncertainty #robustness #references

Last updated 1 year ago

Daniele de Rigo · @dderigo
115 followers · 136 posts · Server hostux.social

4/

⚠️ lack of model evaluation:
but ways exist to quantify statistical & of event attribution results.

[4] Seneviratne, et al., 2021. Chapter 11: weather and climate extreme events in a changing climate, in: Climate Change 2021: The Physical Science Basis - Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change. IPCC, Geneva, Switzerland, pp. 1513–1766. purl.org/INRMM-MiD/z-ED8RQFV5

ipcc.ch/report/ar6/wg1/downloa

#uncertainty #robustness #references

Last updated 1 year ago

Giskard · @Giskard
47 followers · 45 posts · Server fosstodon.org

πŸ” your model to detect potential vulnerabilities prior to deployment, including , correlations, data leakage, non-, ethical , overconfidence, and more. [2/7]

#scan #ai #performance #spurious #robustness #biases

Last updated 1 year ago

TMLR certifications · @tmlrcert
111 followers · 27 posts · Server sigmoid.social

New :

Generalizability of Adversarial Robustness Under Distribution Shifts

Kumail Alhamoud, Hasan Abed Al Kader Hammoud, Motasem Alfarra, Bernard Ghanem

openreview.net/forum?id=XNFo3d

#featuredcertification #adversarial #robustness #robust

Last updated 1 year ago

Published papers at TMLR · @tmlrpub
517 followers · 409 posts · Server sigmoid.social

Generalizability of Adversarial Robustness Under Distribution Shifts

Kumail Alhamoud, Hasan Abed Al Kader Hammoud, Motasem Alfarra, Bernard Ghanem

Action editor: Gang Niu.

openreview.net/forum?id=XNFo3d

#adversarial #robustness #robust

Last updated 1 year ago

New Submissions to TMLR · @tmlrsub
175 followers · 528 posts · Server sigmoid.social

Mixup to the Random Extreme and Its Performances in Robust Image Classification

openreview.net/forum?id=KYPtOE

#robust #classification #robustness

Last updated 1 year ago

Giskard · @Giskard
43 followers · 34 posts · Server fosstodon.org

πŸŒŸπŸ“‘ We've created a new repository for the latest papers in , covering topics like , , , and .

Check out the repository here πŸ‘‰ gisk.ar/3p3NvZF

#github #research #ai #safety #robustness #fairness #privacy #alignment

Last updated 1 year ago

New Submissions to TMLR · @tmlrsub
174 followers · 521 posts · Server sigmoid.social
Published papers at TMLR · @tmlrpub
516 followers · 375 posts · Server sigmoid.social

Understanding Noise-Augmented Training for Randomized Smoothing

Ambar Pal, Jeremias Sulam

Action editor: Jinwoo Shin.

openreview.net/forum?id=fvyh6m

#adversarial #robustness #classifier

Last updated 2 years ago

Published papers at TMLR · @tmlrpub
515 followers · 369 posts · Server sigmoid.social

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