Projected Randomized Smoothing for Certified Adversarial Robustness

https://openreview.net/forum?id=FObkvLwNSo

#robustness #robust #classifiers

Navigating the Storm: Defi’s Precarious Position Amid a String of Exploits and Market Declines - In the wake of July’s unprecedented wave of decentralized finance (defi) breaches,... - https://news.bitcoin.com/navigating-the-storm-defis-precarious-position-amid-a-string-of-exploits-and-market-declines/ #decentralizedfinance #totalvaluelocked #marketvaluation #curve.finance #vulnerability #uncertainty #robustness #avalanche #chainlink #sushiswap #tvlindefi #breaches #downturn #tokens

Vulnerability-Aware Instance Reweighting For Adversarial Training

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

Action editor: Qibin Zhao.

https://openreview.net/forum?id=kdPcLdJbt1

#adversarial #classifiers #robustness

Are biological #complexnetworks near critical? Existing #systemsbiology models are not, as shown in our recent work with Jordan C Rozum, Reka Albert, Kyu Hyong Park, and Felipe Costa.
,
#Robustness of biomolecular #networks suggests functional modules far from the #edgeofchaos
https://www.biorxiv.org/content/10.1101/2023.06.30.547297v1

🔍 Easily #scan, test, and #debug your AI models to identify issues before deployment, including #performance, data #leakage, non-#robustness, ethical #biases, overconfidence, and more. [3/8]

Robust Multi-Agent Reinforcement Learning with State Uncertainty

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

Action editor: Marc Lanctot.

https://openreview.net/forum?id=CqTkapZ6H9

#robust_marl_with_state_uncertainty #robustness #robust

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

https://openreview.net/forum?id=Jy8VJTdIHy

#adversarial #robustness #smoothing

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

http://jmlr.org/papers/v24/20-1039.html

#robustness #robust #risk

4/

Below, key points:

- "lack of #ModelEvaluation"

- statistical #uncertainty & "#robustness of event attribution results"

#References

[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. https://purl.org/INRMM-MiD/z-ED8RQFV5

https://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_Chapter11.pdf#page=28

Vulnerability-Aware Instance Reweighting For Adversarial Training

https://openreview.net/forum?id=kdPcLdJbt1

#adversarial #classifiers #robustness

4/

Below, key points:

- "lack of #ModelEvaluation"

- statistical #uncertainty & "#robustness of event attribution results"

#References

[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. https://purl.org/INRMM-MiD/z-ED8RQFV5

https://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_Chapter11.pdf#page=28

4/

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

#References

[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. https://purl.org/INRMM-MiD/z-ED8RQFV5

https://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_Chapter11.pdf#page=28

🔍 #Scan your #AI model to detect potential vulnerabilities prior to deployment, including #performance, #spurious correlations, data leakage, non-#robustness, ethical #biases, overconfidence, and more. [2/7]

New #FeaturedCertification:

Generalizability of Adversarial Robustness Under Distribution Shifts

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

https://openreview.net/forum?id=XNFo3dQiCJ

#adversarial #robustness #robust

Generalizability of Adversarial Robustness Under Distribution Shifts

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

Action editor: Gang Niu.

https://openreview.net/forum?id=XNFo3dQiCJ

#adversarial #robustness #robust

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

https://openreview.net/forum?id=KYPtOEICFz

#robust #classification #robustness

🌟📑 We've created a new #GitHub repository for the latest #research papers in #AI #safety, covering topics like #robustness, #fairness, #privacy, and #alignment.

Check out the repository here 👉 https://gisk.ar/3p3NvZF

Chaos Theory and Adversarial Robustness

https://openreview.net/forum?id=lPw8Xdzw5f

#adversarial #robustness #robust

Understanding Noise-Augmented Training for Randomized Smoothing

Ambar Pal, Jeremias Sulam

Action editor: Jinwoo Shin.

https://openreview.net/forum?id=fvyh6mDWFr

#adversarial #robustness #classifier

Generalization as Dynamical Robustness--The Role of Riemannian Contraction in Supervised Learning

Leo Kozachkov, Patrick Wensing, Jean-Jacques Slotine

https://openreview.net/forum?id=Sb6p5mcefw

#generalization #supervised #robustness