DS
David Stutz
cs.LGcs.CVstat.MLcs.AIcs.CLcs.CRArtificial Intelligencestat.MEcs.ARcs.HC
On Valency
published · living versionsW_dfxx4kxk·v1 · currentpublished
Bit Error Robustness for Energy-Efficient DNN Accelerators
with Nandhini Chandramoorthy, Matthias Hein, Bernt Schiele
1 version
Preprints & journals
30 papers in the corpus · 2016–2026Conversational diagnostic artificial intelligence in ambulatory primary care: a prospective feasibility study.42849491 · Brodeur, Peter G, Koshy, Jacob M, Palepu, Anil et al.2026 · 1 citationLancet (London, England). 2026;408(10565):1732-1744
Function-preserving watermarking of AI-generated proteins.42816606 · Stutz, David, Cowen-Rivers, Alexander I, Ortiz-Jimenez, Guillermo et al.2026 · 2 citationsNature. 2026
Towards conversational artificial intelligence for disease management.42310463 · Liévin, Valentin, Palepu, Anil, Weng, Wei-Hung et al.2026 · 14 citationsNature. 2026;655(8125):1292-1299
CARE: A Conformal Safety Layer for Medical Summarization2606.08969v1 · Suhana Bedi, Bridget Lin, Anson Y. Zhou et al.2026 · 0 citationsarXiv
Towards Conversational Medical AI with Eyes, Ears and a Voice2605.09272v1 · Meet Shah, Jason Gusdorf, Anil Palepu et al.2026 · 0 citationsarXiv
Advancing conversational diagnostic AI with multimodal reasoning.42135531 · Saab, Khaled, Park, Chunjong, Strother, Tim et al.2026 · 17 citationsNature medicine. 2026;32(5):1726-1736
A prospective clinical feasibility study of a conversational diagnostic AI in an ambulatory primary care clinic2603.08448v3 · Peter Brodeur, Jacob M. Koshy, Anil Palepu et al.2026 · 2 citationsarXiv
SynthID-Image: Image watermarking at internet scale2510.09263v1 · Sven Gowal, Rudy Bunel, Florian Stimberg et al.2025 · 1 citationarXiv
Towards physician-centered oversight of conversational diagnostic AI2507.15743v1 · Elahe Vedadi, David Barrett, Natalie Harris et al.2025 · 2 citationsarXiv
Evaluating medical AI systems in dermatology under uncertain ground truth.40222196 · Stutz, David, Cemgil, Ali Taylan, Roy, Abhijit Guha et al.2025 · 4 citationsMedical image analysis. 2025;103:103556
Towards Conversational AI for Disease Management2503.06074v1 · Anil Palepu, Valentin Li'evin, Wei-Hung Weng et al.2025 · 3 citationsarXiv
Imagen 32408.07009v3 · Imagen-Team-Google: Jason Baldridge, Jakob Bauer, Mukul Bhutani et al.2024 · 4 citationsarXiv
Capabilities of Gemini Models in Medicine2404.18416v2 · Khaled Saab, Tao Tu, Wei-Hung Weng et al.2024 · 117 citationsarXiv
Mitigating LLM Hallucinations via Conformal Abstention2405.01563v1 · Yasin Abbasi Yadkori, Ilja Kuzborskij, David Stutz et al.2024 · 2 citationsarXiv
Conformalized Credal Set Predictors2402.10723v1 · Alireza Javanmardi, David Stutz, Eyke Hullermeier2024 · 0 citationsarXiv
Certified Robust Models with Slack Control and Large Lipschitz Constants2309.06166v1 · Max Losch, David Stutz, Bernt Schiele et al.2023 · 2 citationsarXiv
Unlocking Accuracy and Fairness in Differentially Private Image Classification2308.10888v1 · Leonard Berrada, Soham De, Judy Hanwen Shen et al.2023 · 5 citationsarXiv
Conformal prediction under ambiguous ground truth2307.09302v2 · David Stutz, Abhijit Guha Roy, Tatiana Matejovicova et al.2023 · 1 citationarXiv
Robustifying Token Attention for Vision Transformers2303.11126v3 · Yong Guo, David Stutz, Bernt Schiele2023 · 35 citationsarXiv
Random and Adversarial Bit Error Robustness: Energy-Efficient and Secure DNN Accelerators.37815955 · Stutz, David, Chandramoorthy, Nandhini, Hein, Matthias et al.2023 · 21 citationsIEEE transactions on pattern analysis and machine intelligence. 2023;45(3):3632-3647
On Fragile Features and Batch Normalization in Adversarial Training2204.12393v1 · Nils Philipp Walter, David Stutz, Bernt Schiele2022 · 1 citationarXiv
Improving Robustness by Enhancing Weak Subnets2201.12765v2 · Yong Guo, David Stutz, Bernt Schiele2022 · 12 citationsarXiv
Learning Optimal Conformal Classifiers2110.09192v3 · David Stutz, Krishnamurthy (Dj) Dvijotham, Ali Taylan Cemgil et al.2021 · 18 citationsarXiv
A Closer Look at the Adversarial Robustness of Information Bottleneck Models2107.05712v1 · Iryna Korshunova, David Stutz, Alexander A. Alemi et al.2021 · 1 citationarXiv
Relating Adversarially Robust Generalization to Flat Minima2104.04448v2 · David Stutz, Matthias Hein, Bernt Schiele2021 · 32 citationsarXiv
Bit Error Robustness for Energy-Efficient DNN Accelerators2006.13977v3 · David Stutz, Nandhini Chandramoorthy, Matthias Hein et al.2020 · 25 citationsarXivon Valency
Adversarial Training against Location-Optimized Adversarial Patches2005.02313v2 · Sukrut Rao, David Stutz, Bernt Schiele2020 · 85 citationsBartoli, A., Fusiello, A. (eds) Computer Vision - ECCV 2020 Workshops. ECCV 2020. Lecture Notes in Computer Science, vol 12539. Springer, Cham
Confidence-Calibrated Adversarial Training: Generalizing to Unseen Attacks1910.06259v4 · David Stutz, Matthias Hein, Bernt Schiele2019 · 68 citationsarXiv
Disentangling Adversarial Robustness and Generalization1812.00740v2 · David Stutz, Matthias Hein, Bernt Schiele2018 · 223 citationsarXiv
Superpixels: An Evaluation of the State-of-the-Art1612.01601v3 · David Stutz, Alexander Hermans, Bastian Leibe2016 · 543 citationsarXiv
Career total: 43 works. 30 are in this corpus.
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