On the unreasonable vulnerability of transformers for image restoration - and an easy fix. - Shashank Agnihotri; Kanchana Vaishnavi Gandikota; Julia Grabinski; Paramanand Chandramouli; Margret Keuper (ICCV (Workshops), 2023)

CosPGD: a unified white-box adversarial attack for pixel-wise prediction tasks. - Shashank Agnihotri; Margret Keuper (CoRR, 2023)

Differentiable Sensor Layouts for End-to-End Learning of Task-Specific Camera Parameters. - Hendrik Sommerhoff; Shashank Agnihotri; Mohamed Saleh; Michael Moeller 001; Margret Keuper; Andreas Kolb 001 (CoRR, 2023)

Improving Stability during Upsampling - on the Importance of Spatial Context. - Shashank Agnihotri; Julia Grabinski; Margret Keuper (CoRR, 2023)

Improving Feature Stability During Upsampling - Spectral Artifacts and the Importance of Spatial Context. - Shashank Agnihotri; Julia Grabinski; Margret Keuper (ECCV (58), 2024)

Task Driven Sensor Layouts - Joint Optimization of Pixel Layout and Network Parameters. - Hendrik Sommerhoff; Shashank Agnihotri; Mohamed Saleh; Michael Moeller 001; Margret Keuper; Bhaskar Choubey; Andreas Kolb 001 (ICCP, 2024)

CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasks. - Shashank Agnihotri; Steffen Jung 001; Margret Keuper (ICML, 2024)

Beware of Aliases - Signal Preservation is Crucial for Robust Image Restoration. - Shashank Agnihotri; Julia Grabinski; Janis Keuper; Margret Keuper (CoRR, 2024)

How Do Training Methods Influence the Utilization of Vision Models? - Paul Gavrikov; Shashank Agnihotri; Margret Keuper; Janis Keuper (CoRR, 2024)

Are Synthetic Corruptions A Reliable Proxy For Real-World Corruptions? - Shashank Agnihotri; David Schader; Nico Sharei; Mehmet Ege Kaçar; Margret Keuper (CoRR, 2025)

DispBench: Benchmarking Disparity Estimation to Synthetic Corruptions. - Shashank Agnihotri; Amaan Ansari; Annika Dackermann; Fabian Rösch; Margret Keuper (CoRR, 2025)

RobustSpring: Benchmarking Robustness to Image Corruptions for Optical Flow, Scene Flow and Stereo. - Jenny Schmalfuss; Victor Oei; Lukas Mehl; Madlen Bartsch; Shashank Agnihotri; Margret Keuper; Andrés Bruhn (CoRR, 2025)

SemSegBench & DetecBench: Benchmarking Reliability and Generalization Beyond Classification. - Shashank Agnihotri; David Schader; Jonas Jakubassa; Nico Sharei; Simon Kral; Mehmet Ege Kaçar; Ruben Weber; Margret Keuper (CoRR, 2025)

Smart Eyes for Silent Threats: VLMs and In-Context Learning for THz Imaging. - Nicolás Poggi; Shashank Agnihotri; Margret Keuper (CoRR, 2025)

Faithful, Interpretable Chest X-ray Diagnosis with Anti-Aliased B-cos Networks. - Marcel Kleinmann; Shashank Agnihotri; Margret Keuper (CoRR, 2025)