AF
Asja Fischer
cs.LGstat.MLcs.AIcs.CVcs.CRcs.CLeess.AScs.SDcs.CYcs.IT
On Valency
published · living versionsW_p8k44pvk·v1 · currentpublished
Towards an Optimal Control Foundation of Early Exits - Turnpikes and ResNets
with Jens Püttschneider, Simon Heilig, Timm Faulwasser
1 version
Preprints & journals
79 papers in the corpus · 2010–2026Get a GRIP, this will be a long TRIP: A Quantifiable Long-Range Framework for Verifying Over-squashing2610.03556v1 · Ferran Hernandez Caralt, Simon Heilig, Adri'an Bazaga et al.2026 · 0 citationsarXiv
Port-Hamiltonian Neural Networks for Systems with Multiple Asymptotically Stable Equilibria2610.01356v2 · Simon Heilig, Jens Puttschneider, Mohammad Itani et al.2026 · 0 citationsarXiv
A Critical Audit of Spatiotemporal Forecasting Benchmark Datasets and Models2608.20980v2 · Kenneth Martin, Simon Heilig, Asja Fischer et al.2026 · 0 citationsarXiv
Training-Free Reconstruction-Based AI-Generated Image Detectors Are Inherently Vulnerable to Adversarial Examples2608.16646v1 · Roman Demchenko, Jonas Ricker, Asja Fischer2026 · 0 citationsarXiv
Geometric and Information Compression of Representations in Deep Learning2606.21593v2 · Linara Adilova, Henning Petzka, Asja Fischer et al.2026 · 0 citationsarXiv
BIAS-ID: A Framework for Analyzing Transformation Biases in AI-Generated Image Detectors2605.31153v1 · Jonas Ricker, Asja Fischer, Erwin Quiring2026 · 0 citationsarXiv
DepthKV: Layer-Dependent KV Cache Pruning for Long-Context LLM Inference2604.24647v1 · Zahra Dehghanighobadi, Asja Fischer2026 · 0 citationsarXiv
Revisiting Neural Activation Coverage for Uncertainty Estimation2604.22360v1 · Benedikt Franke, Nils Forster, Frank Koster et al.2026 · 0 citationsarXiv
On the Robustness of Watermarking for Autoregressive Image Generation2604.11720v1 · Andreas Muller, Denis Lukovnikov, Shingo Kodama et al.2026 · 0 citationsarXiv
Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks2603.22590v2 · Mat'ias Pizarro, Raghavan Narasimhan, Jonas Killian et al.2026 · 0 citationsarXiv
SAMSEM -- A Generic and Scalable Approach for IC Metal Line Segmentation2603.16548v2 · Christian Gehrmann, Jonas Ricker, Simon Damm et al.2026 · 0 citationsarXiv
PRADA: Probability-Ratio-Based Attribution and Detection of Autoregressive-Generated Images2511.20068v2 · Simon Damm, Jonas Ricker, Henning Petzka et al.2025 · 0 citationsarXiv
ClusterMark: Towards Robust Watermarking for Autoregressive Image Generators with Visual Token Clustering2508.06656v2 · Denis Lukovnikov, Andreas Muller, Erwin Quiring et al.2025 · 0 citationsarXiv
Towards an Optimal Control Perspective of ResNet Training2506.21453v1 · Jens Puttschneider, Simon Heilig, Asja Fischer et al.2025 · 0 citationsarXiv
"That's another doom I haven't thought about": A User Study on AI Labels as a Safeguard Against Image-Based Misinformation2505.22845v2 · Sandra Holtervennhoff, Jonas Ricker, Maike M. Raphael et al.2025 · 2 citationsarXiv
Towards A Correct Usage of Cryptography in Semantic Watermarks for Diffusion Models2503.11404v1 · Jonas Thietke, Andreas Muller, Denis Lukovnikov et al.2025 · 0 citationsarXiv
Can LLMs Explain Themselves Counterfactually?2502.18156v2 · Zahra Dehghanighobadi, Asja Fischer, Muhammad Bilal Zafar2025 · 4 citationsarXiv
Generative Models with ELBOs Converging to Entropy Sums2501.09022v1 · Jan Warnken, Dmytro Velychko, Simon Damm et al.2024 · 0 citationsarXiv
Black-Box Forgery Attacks on Semantic Watermarks for Diffusion Models2412.03283v3 · Andreas Muller, Denis Lukovnikov, Jonas Thietke et al.2024 · 14 citationsProc. IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), 2025, pp. 20937-20946
Lightweight Model Attribution and Detection of Synthetic Speech via Audio Residual Fingerprints2411.14013v4 · Mat'ias Pizarro, Mike Laszkiewicz, Dorothea Kolossa et al.2024 · 0 citationsarXiv
Integrating uncertainty quantification into randomized smoothing based robustness guarantees2410.20432v1 · Sina Daubener, Kira Maag, David Krueger et al.2024 · 0 citationsarXiv
Adversarial Robustness of AI-Generated Image Detectors in the Real World2410.01574v4 · Sina Mavali, Jonas Ricker, David Pape et al.2024 · 0 citationsarXiv
Comparative Study on Noise-Augmented Training and its Effect on Adversarial Robustness in ASR Systems2409.01813v4 · Karla Pizzi, Mat'ias Pizarro, Asja Fischer2024 · 1 citationComputer Speech & Language, Volume 96, 2026, 101869, ISSN 0885-2308
Detecting Adversarial Attacks in Semantic Segmentation via Uncertainty Estimation: A Deep Analysis2408.10021v1 · Kira Maag, Roman Resner, Asja Fischer2024 · 0 citationsarXiv
Landscaping Linear Mode Connectivity2406.16300v1 · Sidak Pal Singh, Linara Adilova, Michael Kamp et al.2024 · 1 citationarXiv
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv22405.14529v3 · Simon Damm, Mike Laszkiewicz, Johannes Lederer et al.2024 · 69 citationsarXiv
AI-Generated Faces in the Real World: A Large-Scale Case Study of Twitter Profile Images2404.14244v3 · Jonas Ricker, Dennis Assenmacher, Thorsten Holz et al.2024 · 16 citationsarXiv
On the Challenges and Opportunities in Generative AI2403.00025v4 · Laura Manduchi, Clara Meister, Kushagra Pandey et al.2024 · 23 citationsarXiv
Layout-to-Image Generation with Localized Descriptions using ControlNet with Cross-Attention Control2402.13404v1 · Denis Lukovnikov, Asja Fischer2024 · 1 citationarXiv
AEROBLADE: Training-Free Detection of Latent Diffusion Images Using Autoencoder Reconstruction Error2401.17879v2 · Jonas Ricker, Denis Lukovnikov, Asja Fischer2024 · 65 citationsarXiv
Benchmarking the Fairness of Image Upsampling Methods2401.13555v3 · Mike Laszkiewicz, Imant Daunhawer, Julia E. Vogt et al.2024 · 4 citationsarXiv
A Representative Study on Human Detection of Artificially Generated Media Across Countries2312.05976v1 · Joel Frank, Franziska Herbert, Jonas Ricker et al.2023 · 39 citationsarXiv
Learning Sparse Codes with Entropy-Based ELBOs2311.01888v2 · Dmytro Velychko, Simon Damm, Asja Fischer et al.2023 · 1 citationarXiv
Uncertainty-weighted Loss Functions for Improved Adversarial Attacks on Semantic Segmentation2310.17436v1 · Kira Maag, Asja Fischer2023 · 14 citationsarXiv
Layer-wise Linear Mode Connectivity2307.06966v3 · Linara Adilova, Maksym Andriushchenko, Michael Kamp et al.2023 · 0 citationsarXiv
Set-Membership Inference Attacks using Data Watermarking2307.15067v1 · Mike Laszkiewicz, Denis Lukovnikov, Johannes Lederer et al.2023 · 0 citationsarXiv
DistriBlock: Identifying adversarial audio samples by leveraging characteristics of the output distribution2305.17000v8 · Mat'ias Pizarro, Dorothea Kolossa, Asja Fischer2023 · 0 citationsProceedings of the Fortieth Conference on Uncertainty in Artificial Intelligence, PMLR 244:2956-2988, 2024
Single-Model Attribution of Generative Models Through Final-Layer Inversion2306.06210v5 · Mike Laszkiewicz, Jonas Ricker, Johannes Lederer et al.2023 · 2 citationsarXiv
Uncertainty-based Detection of Adversarial Attacks in Semantic Segmentation2305.12825v2 · Kira Maag, Asja Fischer2023 · 5 citationsarXiv
Information Plane Analysis for Dropout Neural Networks2303.00596v1 · Linara Adilova, Bernhard C. Geiger, Asja Fischer2023 · 1 citationarXiv
Bringing Light Into the Dark: A Large-Scale Evaluation of Knowledge Graph Embedding Models Under a Unified Framework.34735335 · Ali, Mehdi, Berrendorf, Max, Hoyt, Charles Tapley et al.2022 · 125 citationsIEEE transactions on pattern analysis and machine intelligence. 2022;44(12):8825-8845
Towards the Detection of Diffusion Model Deepfakes2210.14571v4 · Jonas Ricker, Simon Damm, Thorsten Holz et al.2022 · 85 citationsarXiv
Marginal Tail-Adaptive Normalizing Flows2206.10311v2 · Mike Laszkiewicz, Johannes Lederer, Asja Fischer2022 · 2 citationsarXiv
How Sampling Impacts the Robustness of Stochastic Neural Networks2204.10839v2 · Sina Daubener, Asja Fischer2022 · 2 citationsarXiv
Robustifying automatic speech recognition by extracting slowly varying features2112.07400v3 · Mat'ias Pizarro, Dorothea Kolossa, Asja Fischer2021 · 1 citationProc. 2021 ISCA Symposium on Security and Privacy in Speech Communication, 37-41
Copula-Based Normalizing Flows2107.07352v1 · Mike Laszkiewicz, Johannes Lederer, Asja Fischer2021 · 2 citationsarXiv
A Novel Regression Loss for Non-Parametric Uncertainty Optimization2101.02726v1 · Joachim Sicking, Maram Akila, Maximilian Pintz et al.2021 · 2 citationsarXiv
Wasserstein Dropout2012.12687v2 · Joachim Sicking, Maram Akila, Maximilian Pintz et al.2020 · 0 citationsarXiv
The ELBO of Variational Autoencoders Converges to a Sum of Three Entropies2010.14860v5 · Simon Damm, Dennis Forster, Dmytro Velychko et al.2020 · 2 citationsProceedings of the 26th International Conference on Artificial Intelligence and Statistics (AISTATS), PMLR 206:3931-3960, 2023
Investigating maximum likelihood based training of infinite mixtures for uncertainty quantification2008.03209v2 · Sina Daubener, Asja Fischer2020 · 0 citationsPresented at the uncertainty workshop of ECML PKDD 2020
Career total: at least 163 works. 79 are in this corpus.Showing the 50 most recent.
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