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Robustness
ServiceNow Research
Robustness
Adaptive Diffusion Denoised Smoothing : Certified Robustness via Randomized Smoothing with Differentially Private Guided Denoising Diffusion
We propose Adaptive Diffusion Denoised Smoothing, a method for certifying the predictions of a vision model against adversarial …
Frederick Shpilevskiy
,
Saiyue Lyu
,
Krishnamurthy (Dj) Dvijotham
,
Mathias Lécuyer
,
Pierre-André Noël
Workshop at the International Conference of Machine Learning (ICML), 2025.
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Keeping up with dynamic attackers: Certifying robustness to adaptive online data poisoning
The rise of foundation models fine-tuned on human feedback from potentially untrusted users has increased the risk of adversarial data …
Avinandan Bose
,
Laurent Lessard
,
Maryam Fazel
,
Krishnamurthy (Dj) Dvijotham
International Conference on Artificial Intelligence and Statistics (AISTATS), 2025.
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Reducing hallucination in structured outputs via Retrieval-Augmented Generation
A common and fundamental limitation of Generative AI (GenAI) is its propensity to hallucinate. While large language models (LLM) have …
Patrice Béchard
,
Orlando Marquez
North American Chapter of the Association for Computational Linguistics (NAACL), 2024.
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