Projected Randomized Smoothing for Certified Adversarial Robustness
#robustness #robust #classifiers
Navigating the Storm: Defiβs Precarious Position Amid a String of Exploits and Market Declines - In the wake of Julyβs 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
#tokens #downturn #breaches #tvlindefi #sushiswap #chainlink #avalanche #robustness #uncertainty #vulnerability #curve #marketvaluation #totalvaluelocked #decentralizedfinance
Vulnerability-Aware Instance Reweighting For Adversarial Training
Olukorede Fakorede, Ashutosh Kumar Nirala, Modeste Atsague, Jin Tian
Action editor: Qibin Zhao.
#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
#robustness #networks #edgeofchaos #complexnetworks #systemsbiology
π 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]
#scan #debug #performance #leakage #robustness #biases
Robust Multi-Agent Reinforcement Learning with State Uncertainty
Sihong He, Songyang Han, Sanbao Su, Shuo Han, Shaofeng Zou, Fei Miao
Action editor: Marc Lanctot.
#robust_marl_with_state_uncertainty #robustness #robust
Concert: Context-Aware Randomized Smoothing via Colorization-Based Entropy
#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"
[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. 1513β1766. https://purl.org/INRMM-MiD/z-ED8RQFV5
https://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_Chapter11.pdf#page=28
#modelevaluation #uncertainty #robustness #references
Vulnerability-Aware Instance Reweighting For Adversarial Training
#adversarial #classifiers #robustness
4/
Below, key points:
- "lack of #ModelEvaluation"
- statistical #uncertainty & "#robustness 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. 1513β1766. https://purl.org/INRMM-MiD/z-ED8RQFV5
https://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_Chapter11.pdf#page=28
#modelevaluation #uncertainty #robustness #references
4/
β οΈ lack of model evaluation:
but ways exist to quantify statistical #uncertainty & #robustness 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. 1513β1766. https://purl.org/INRMM-MiD/z-ED8RQFV5
https://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_Chapter11.pdf#page=28
#uncertainty #robustness #references
π #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]
#scan #ai #performance #spurious #robustness #biases
Generalizability of Adversarial Robustness Under Distribution Shifts
Kumail Alhamoud, Hasan Abed Al Kader Hammoud, Motasem Alfarra, Bernard Ghanem
#featuredcertification #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.
#adversarial #robustness #robust
Mixup to the Random Extreme and Its Performances in Robust Image Classification
#robust #classification #robustness
ππ 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 π https://gisk.ar/3p3NvZF
#github #research #ai #safety #robustness #fairness #privacy #alignment
Chaos Theory and Adversarial Robustness
#adversarial #robustness #robust
Understanding Noise-Augmented Training for Randomized Smoothing
Ambar Pal, Jeremias Sulam
Action editor: Jinwoo Shin.
#adversarial #robustness #classifier
Generalization as Dynamical Robustness--The Role of Riemannian Contraction in Supervised Learning
Leo Kozachkov, Patrick Wensing, Jean-Jacques Slotine
#generalization #supervised #robustness