Research
Context
Determining whether two stimuli should evoke the same (stable) response or lead to a transition requires inferring how stimulus properties generalize relative to the context. Here, we focus on how the context in which an item is embedded helps or hinders its processing. Successful context processing makes us skilled in scene and object perception, while overgeneralization leads to disorders like phobias.
New project-related publications
Aizenman, A. M., Gegenfurtner, K. R., & Goettker, A. (2024).
Oculomotor routines for perceptual judgments.
Journal of Vision, 24(5), 3-3.
Oculomotor routines for perceptual judgments.
Journal of Vision, 24(5), 3-3.
Aubret, A., Ernst, M.R., Teulière, C., & Triesch, J. (2023).
Time to Augment Contrastive Learning.
IEEE Int. Conf. on Learning Representations (ICLR).
Time to Augment Contrastive Learning.
IEEE Int. Conf. on Learning Representations (ICLR).
Aubret, A., Teulière, C., & Triesch, J. (2022).
Toddler-inspired embodied vision for learning object representations.
IEEE Int. Conf. on Development and Learning (ICDL).
Toddler-inspired embodied vision for learning object representations.
IEEE Int. Conf. on Development and Learning (ICDL).
Aubret, A., Teulière, C., & Triesch, J. (2024) (2024).
Self-supervised visual learning from interactions with objects.
European Conference on Computer Vision, 54-71.
Self-supervised visual learning from interactions with objects.
European Conference on Computer Vision, 54-71.
Aubuchon, C., Emily, A., Domini, F., Muryy, A., & Fleming, R. W. (2025).
Perceived 3D shape of mirror-like objects: interactions of monocular and binocular cues.
Journal of Vision, 25(9), 2483-2483.
Perceived 3D shape of mirror-like objects: interactions of monocular and binocular cues.
Journal of Vision, 25(9), 2483-2483.
Aubuchon, C., Vergne, R., Cholewiak, S. A., Kunsberg, B., Holtmann-Rice, D., Zucker, S., & Fleming, R. (2024).
(2024). Orientation fields predict perception of 3D shape from shading.
(2024). Orientation fields predict perception of 3D shape from shading.
Bahmani, S., Hahn, O., Zamfir, E., Araslanov, N., Cremers, D., & Roth, S. (2022).
Semantic Self-adaptation: Enhancing Generalization with a Single Sample. Transactions on Machine Learning Research (TMLR).
Semantic Self-adaptation: Enhancing Generalization with a Single Sample. Transactions on Machine Learning Research (TMLR).
Baltaretu, B. R., Schuetz, I., Võ, M. L. H., & Fiehler, K. (2024).
Scene semantics affects allocentric spatial coding for action in naturalistic (virtual) environments.
Scientific Reports, 14(1), 15549.
Scene semantics affects allocentric spatial coding for action in naturalistic (virtual) environments.
Scientific Reports, 14(1), 15549.
Baykan, C., & Schütz, A. C. (2025).
Electroencephalographic Responses to the Number of Objects in Partially Occluded and Uncovered Scenes.
Journal of cognitive neuroscience, 37(1), 227-238.
Electroencephalographic Responses to the Number of Objects in Partially Occluded and Uncovered Scenes.
Journal of cognitive neuroscience, 37(1), 227-238.
Baykan, C., & Schütz, A. C. (2025).
Eye movements do not preferentially test inferences in the blind spot.
Scientific Reports, 15, 43589.
Eye movements do not preferentially test inferences in the blind spot.
Scientific Reports, 15, 43589.
Baykan, C., Mamassian, P., & Schütz, A. C. (2025).
Confidence in auditory perceptual completion.
Neuroscience of Consciousness, 2025(1), niaf018.
Confidence in auditory perceptual completion.
Neuroscience of Consciousness, 2025(1), niaf018.
Baykan, C., Mamassian, P., & Schütz, A. C. (2026).
Low confidence for perceptual completion of partially occluded objects.
Journal of Vision, 26(1), 4, 1–14.
Low confidence for perceptual completion of partially occluded objects.
Journal of Vision, 26(1), 4, 1–14.
Beitner, J., Helbing, J., David, E. J., & Võ, M. L. H. (2024).
Using a flashlight-contingent window paradigm to investigate visual search and object memory in virtual reality and on computer screens.
Scientific Reports, 14(1), 8596.
Using a flashlight-contingent window paradigm to investigate visual search and object memory in virtual reality and on computer screens.
Scientific Reports, 14(1), 8596.
Bellagente, M., Brack, M., Teufel, H., Friedrich, F., Deiseroth, B., Eichenberg, C., Kersting, K., ... & Weinbach, S. (2024).
Multifusion: Fusing pre-trained models for multi-lingual, multi-modal image generation.
Advances in Neural Information Processing Systems, 36.
Multifusion: Fusing pre-trained models for multi-lingual, multi-modal image generation.
Advances in Neural Information Processing Systems, 36.
Bittermann, A., Petrule, C., Ritter, V., Haberkamp, A., Hofmann, S. G., & Rief, W. (2025).
Research on translational psychological treatment: A comprehensive bibliometric analysis.
Clinical Psychology: Science and Practice.
Research on translational psychological treatment: A comprehensive bibliometric analysis.
Clinical Psychology: Science and Practice.
Borovska, P., & de Haas, B. (2024).
Individual gaze shapes diverging representations in inferior temporal cortex.
Individual gaze shapes diverging representations in inferior temporal cortex.
Borovska, P., & de Haas, B. (2024).
Individual gaze shapes diverging neural representations.
Proceedings of the National Academy of Sciences, 121(36), e2405602121.
Individual gaze shapes diverging neural representations.
Proceedings of the National Academy of Sciences, 121(36), e2405602121.
Borovska, P., de Haas, B. (2022).
Extrafoveal faces modulate the dynamics of scene viewing.
PsyArXiv Preprints
Extrafoveal faces modulate the dynamics of scene viewing.
PsyArXiv Preprints
Brack, M., Friedrich, F., Hintersdorf, D., Struppek, L., Schramowski, P., & Kersting, K. (2024).
SEGA: Instructing text-to-image models using semantic guidance.
Advances in Neural Information Processing Systems, 36.
SEGA: Instructing text-to-image models using semantic guidance.
Advances in Neural Information Processing Systems, 36.
Brack, M., Katakol, S., Friedrich, F., Schramowski, P., Ravi, H., Kersting, K., & Kale, A. (2025).
How to Train your Text-to-Image Model: Evaluating Design Choices for Synthetic Training Captions.
arXiv preprint, 2506.16679.
How to Train your Text-to-Image Model: Evaluating Design Choices for Synthetic Training Captions.
arXiv preprint, 2506.16679.
Brack, M., Schramowski, P., Deiseroth, B., & Kersting, K. (2023).
Illume: Rationalizing vision-language models through human interactions.
Illume: Rationalizing vision-language models through human interactions.
Brand, T. K., Schütz, A. C., Müller, H., Maurer, H., Hegele, M., & Maurer, L. K. (2024).
Sensorimotor prediction is used to direct gaze toward task-relevant locations in a goal-directed throwing task.
Journal of Neurophysiology, 132(2), 485-500.
Sensorimotor prediction is used to direct gaze toward task-relevant locations in a goal-directed throwing task.
Journal of Neurophysiology, 132(2), 485-500.
Brand, T. K., Schütz, A. C., Müller, H., Maurer, H., Hegele, M., & Maurer, L. K. (2025).
Predicted task success and outcome history mediate eye movements toward locations with high informational or motivational value.
Journal of Neurophysiology, 134(2), 568-579.
Predicted task success and outcome history mediate eye movements toward locations with high informational or motivational value.
Journal of Neurophysiology, 134(2), 568-579.
Broda, M. D., & de Haas, B. (2022).
Individual differences in looking at persons in scenes.
Journal of Vision, 22(12), 9-9.
Individual differences in looking at persons in scenes.
Journal of Vision, 22(12), 9-9.
Broda, M. D., & de Haas, B. (2022).
Individual fixation tendencies in person viewing generalize from images to videos.
i-Perception, 13(6), 20416695221128844.
Individual fixation tendencies in person viewing generalize from images to videos.
i-Perception, 13(6), 20416695221128844.
Broda, M. D., & de Haas, B. (2024).
Individual differences in human gaze behavior generalize from faces to objects.
roceedings of the National Academy of Sciences, 121(12), e2322149121.
Individual differences in human gaze behavior generalize from faces to objects.
roceedings of the National Academy of Sciences, 121(12), e2322149121.
Broda, M. D., Borovska, P., & de Haas, B. (2024).
Individual differences in face salience and rapid face saccades.
Individual differences in face salience and rapid face saccades.
Broda, M. D., Borovska, P., & de Haas, B. (2024).
Individual differences in face salience and rapid face saccades.
Journal of Vision, 24(6), 16-16.
Individual differences in face salience and rapid face saccades.
Journal of Vision, 24(6), 16-16.
Broda, M. D., Borovska, P., Kollenda, D., Linka, M., de Haas, N., de Haas, S., & de Haas, B. (2024).
Estimating the memory bottleneck for contact tracing.
Estimating the memory bottleneck for contact tracing.
Broda, M. D., Borovska, P., Kollenda, D., Linka, M., de Haas, N., de Haas, S., & de Haas, B. (2024).
Estimating the human bottleneck for contact tracing.
PNAS nexus, 3(7).
Estimating the human bottleneck for contact tracing.
PNAS nexus, 3(7).
Broda, M. D., Haddad, T., & de Haas, B. (2023).
Quick, eyes! Isolated upper face regions but not artificial features elicit rapid saccades.
Journal of Vision, 23(2), 5-5.
Quick, eyes! Isolated upper face regions but not artificial features elicit rapid saccades.
Journal of Vision, 23(2), 5-5.
Busch, F. P., Kamath, R., Mitchell, R., Stammer, W., Kersting, K., & Mundt, M. (2024).
Where is the truth? the risk of getting confounded in a continual world.
arXiv preprint arXiv: 2402.06434.
Where is the truth? the risk of getting confounded in a continual world.
arXiv preprint arXiv: 2402.06434.
Carter, A. A., & Kaiser, D. (2024).
An object numbering task reveals an underestimation of complexity for typically structured scenes.
Psychonomic Bulletin & Review, 1-10.
An object numbering task reveals an underestimation of complexity for typically structured scenes.
Psychonomic Bulletin & Review, 1-10.
Cavdan, M., Kapucu, A., Doerschner, K., & Drewing, K. (2024).
Happiness promotes global processing in haptic perception.
bioRxiv, 2024-07.
Happiness promotes global processing in haptic perception.
bioRxiv, 2024-07.
Cheeseman, J. R., Ferwerda, J. A., Morimoto, T., & Fleming, R. W. (2025).
Gloss discrimination: Toward an image-based perceptual model.
Journal of Vision, 25(10), 6.
Gloss discrimination: Toward an image-based perceptual model.
Journal of Vision, 25(10), 6.
Cheeseman, J. R., Fleming, R. W., & Schmidt, F. (2022).
Scale ambiguities in material recognition.
iScience, 25(3):103970.
Scale ambiguities in material recognition.
iScience, 25(3):103970.
David, E., & Vo, M. L. H. (2024).
SPHEER: a rich dataset of time-resolved gaze and head movements in virtual reality.
Journal of Vision, 24(10), 906-906.
SPHEER: a rich dataset of time-resolved gaze and head movements in virtual reality.
Journal of Vision, 24(10), 906-906.
David, E., Gutiérrez, J., Võ, M. L. H., Coutrot, A., Da Silva, M. P., & Le Callet, P. (2024).
The Salient360! toolbox: Handling gaze data in 3D made easy.
Computers & Graphics, 103890.
The Salient360! toolbox: Handling gaze data in 3D made easy.
Computers & Graphics, 103890.
Davidson, C., Shing, Y. L., McKay, C., Rafetseder, E., & Wijeakumar, S. (2023).
The first year in formal schooling improves working memory and academic abilities.
Developmental Cognitive Neuroscience, 60, 101205.
The first year in formal schooling improves working memory and academic abilities.
Developmental Cognitive Neuroscience, 60, 101205.
Davidson, Ch., Shing, Y. L., McKay, C. Rafetseder, E., & Wijeakumar, S. (2023).
The first year in formal schooling improves working memory and academic abilities.
Developmental Cognitive Neuroscience, 60, 101205.
The first year in formal schooling improves working memory and academic abilities.
Developmental Cognitive Neuroscience, 60, 101205.
Dehn, K. I., Maiello, G., Hartmann, F. T., Morgenstern, Y., Hawkins, S. J., Offner, T., ... & Fleming, R. W. (2025).
Human shape perception spontaneously discovers the biological origin of novel, but natural, stimuli.
Journal of the Royal Society Interface, 22(226), 20240931.
Human shape perception spontaneously discovers the biological origin of novel, but natural, stimuli.
Journal of the Royal Society Interface, 22(226), 20240931.
Deiseroth, B., Brack, M., Schramowski, P., Kersting, K., & Weinbach, S. (2024).
T-FREE: Subword tokenizer-free generative LLMs via sparse representations for memory-efficient embeddings.
arXiv preprint arXiv: 2406.19223.
T-FREE: Subword tokenizer-free generative LLMs via sparse representations for memory-efficient embeddings.
arXiv preprint arXiv: 2406.19223.
Deiseroth, B., Deb, M., Weinbach, S., Brack, M., Schramowski, P., & Kersting, K. (2024).
Atman: Understanding transformer predictions through memory efficient attention manipulation.
Advances in Neural Information Processing Systems, 36.
Atman: Understanding transformer predictions through memory efficient attention manipulation.
Advances in Neural Information Processing Systems, 36.
Delfosse, Q., Blüml, J., Tatai, F., Vincent, T., Gregori, B., Dillies, E., ... & Kersting, K. (2025).
Deep Reinforcement Learning Agents are not even close to Human Intelligence.
arXiv preprint arXiv:2505.21731.
Deep Reinforcement Learning Agents are not even close to Human Intelligence.
arXiv preprint arXiv:2505.21731.
Eckert, A. L., Pawlowski, J., Rief, W., Endres, D., & Kirchner, L. (2023).
Simulating Active Inference of Interpersonal Context Within and Across Mental Disorders.
PsyArXiv Preprints
Simulating Active Inference of Interpersonal Context Within and Across Mental Disorders.
PsyArXiv Preprints
Eckert, A., Blume, J. S., Knopp, B., Schütz, A. C., & Endres, D. (2024).
Distinct Biases Shape Perceptual Inference Dynamics Along the Autism-Psychosis Spectra.
Distinct Biases Shape Perceptual Inference Dynamics Along the Autism-Psychosis Spectra.
Ehrlich, I., Ortiz-Tudela, J., Tan, Y. Y., Muckli, L., & Shing, Y. L. (2024).
Mnemonic but not contextual feedback signals defy dedifferentiation in the aging early visual cortex.
Journal of neuroscience, 44(16).
Mnemonic but not contextual feedback signals defy dedifferentiation in the aging early visual cortex.
Journal of neuroscience, 44(16).
Endres, J., Hahn, O., Corbière, C., Schaub-Meyer, S., Roth, S., & Alahi, A. (2025).
Boosting Omnidirectional Stereo Matching with a Pre-trained Depth Foundation Model.
Proc of the IEEE/RSJ International Conference on Intelligent Robots and Systems.
Boosting Omnidirectional Stereo Matching with a Pre-trained Depth Foundation Model.
Proc of the IEEE/RSJ International Conference on Intelligent Robots and Systems.
Endres, J., Hahn, O., Corbière, C., Schaub-Meyer, S., Roth, S., & Alahi, A. (2025).
Boosting Omnidirectional Stereo Matching with a Pre-trained Depth Foundation Model.
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).
Boosting Omnidirectional Stereo Matching with a Pre-trained Depth Foundation Model.
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).
Falck, J., Zhang, L., Raffington, L., Mohn, J. J., Triesch, J., Heim, C., & Shing, Y. L. (2023).
Longitudinal Changes in Value-based Learning in Middle Childhood: Distinct Contributions of Hippocampus and Striatum.
bioRxiv preprint
Longitudinal Changes in Value-based Learning in Middle Childhood: Distinct Contributions of Hippocampus and Striatum.
bioRxiv preprint
Faßbender, L., Falck, J., López, F. M., Shing, Y. L.,Triesch, J., Schwarzer, G. (2025).
A comparison of force adaptation in toddlers and adults during a drawer opening task.
Scientific Reports, 15(1), 3699.
A comparison of force adaptation in toddlers and adults during a drawer opening task.
Scientific Reports, 15(1), 3699.
Filip, J., Dechterenko, F., Schmidt, F., Lukavsky, J., Kotera, J., Vilimovska, V., & Fleming, R. W. (2025).
Material fingerprinting: predicting human perception of material appearance through psychophysical analysis and neural networks.
Royal Society Open Science, 12(11).
Material fingerprinting: predicting human perception of material appearance through psychophysical analysis and neural networks.
Royal Society Open Science, 12(11).
Filip, J., Dechterenko, F., Schmidt, F., Lukavsky, J., Vilimovska, V., Kotera, J., & Fleming, R. W. (2024).
Material Fingerprinting: Identifying and Predicting Perceptual Attributes of Material Appearance.
arXiv preprint arXiv: 2410.13615.
Material Fingerprinting: Identifying and Predicting Perceptual Attributes of Material Appearance.
arXiv preprint arXiv: 2410.13615.
Filip, J., Lukavský, J., Děchtěrenko, F., Schmidt, F., & Fleming, R. W. (2024).
Perceptual dimensions of wood materials.
Journal of Vision, 24(5), 12.
Perceptual dimensions of wood materials.
Journal of Vision, 24(5), 12.
Flachot, A., Akbarinia, A., Schütt, H. H., Fleming, R. W., Wichmann, F. A., & Gegenfurtner, K. R. (2022).
Deep neural models for color classification and color constancy.
Journal of vision, 22(4), 17-17.
Deep neural models for color classification and color constancy.
Journal of vision, 22(4), 17-17.
Friedrich, F., Hämmerl, K., Schramowski, P., Brack, M., Libovický, J., Fraser, A., & Kersting, K. (2025).
Multilingual text-to-image generation magnifies gender stereotypes.
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics, 19656-19679.
Multilingual text-to-image generation magnifies gender stereotypes.
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics, 19656-19679.
Friedrich, F., Stammer, W., Schramowski, P., & Kersting, K. (2023).
A typology for exploring the mitigation of shortcut behaviour.
Nature Machine Intelligence, 5(3), 319-330.
A typology for exploring the mitigation of shortcut behaviour.
Nature Machine Intelligence, 5(3), 319-330.
Friedrich, F., Stammer, W., Schramowski, P., Kersting, K. (2023).
Revision Transformers: Instructing Language Models to Change their Values. In
Proceedings of the 26th European Conference on Artificial Intelligence (ECAI).
Revision Transformers: Instructing Language Models to Change their Values. In
Proceedings of the 26th European Conference on Artificial Intelligence (ECAI).
Friedrich, F., Tedeschi, S., Schramowski, P., Brack, M., Navigli, R., Nguyen, H., ... & Kersting, K. (2025).
Llms lost in translation: M-alert uncovers cross-linguistic safety gaps.
ICLR 2025 Workshop on Building Trust in Language Models and Applications.
Llms lost in translation: M-alert uncovers cross-linguistic safety gaps.
ICLR 2025 Workshop on Building Trust in Language Models and Applications.
Friedrich, F., Welsch, T. G., Brack, M., Schramowski, P., & Kersting, K. (2025).
Beyond Overcorrection: Evaluating Diversity in T2I Models with DIVBENCH.
arXiv preprint: 2507.03015.
Beyond Overcorrection: Evaluating Diversity in T2I Models with DIVBENCH.
arXiv preprint: 2507.03015.
Goettker, A., & Gegenfurtner, K. R. (2024).
Individual differences link sensory processing and motor control.
Psychological Review.

Individual differences link sensory processing and motor control.
Psychological Review.
Goktepe, N., & Schütz, A. C. (2023).
Familiar objects benefit more from transsaccadic feature predictions.
Attention, Perception, & Psychophysics, 1-13.
Familiar objects benefit more from transsaccadic feature predictions.
Attention, Perception, & Psychophysics, 1-13.
Goktepe, N., & Schütz, A. C. (2023).
Familiar objects benefit more from transsaccadic feature predictions.
Attention, Perception, & Psychophysics, 1-13.
Familiar objects benefit more from transsaccadic feature predictions.
Attention, Perception, & Psychophysics, 1-13.
Goktepe, N., & Schütz, A. C. (2024).
Frequency-specific and periodic masking of peripheral characters by delayed foveal input.
In Scientific Reports 14(1), 4642.
Frequency-specific and periodic masking of peripheral characters by delayed foveal input.
In Scientific Reports 14(1), 4642.
Goll, Z. R., Schmidt, F., A-Izzeddin, E. J., Aubuchon, C., Kiliç, F., & Fleming, R. W. (2025).
Spatio-chromatic cues in shape and material perception.
Journal of Vision, 25(9), 2088-2088.
Spatio-chromatic cues in shape and material perception.
Journal of Vision, 25(9), 2088-2088.
Gong, X., Hahn, O., Reich, C., Singh, K., Schaub-Meyer, S., Cremers, D., & Roth, S. (2025).
Motion-Refined DINOSAUR for Unsupervised Multi-Object Discovery.
IEEE International Conference on Computer Vision (ICCV) Workshops.
Motion-Refined DINOSAUR for Unsupervised Multi-Object Discovery.
IEEE International Conference on Computer Vision (ICCV) Workshops.
Gregorova, K., Turini, J., Gagl, B., & Vo, M. L. H. (2021).
Access to meaning from visual input: Object and word frequency effects in categorization behavior.
PsyArXiv Preprints
Access to meaning from visual input: Object and word frequency effects in categorization behavior.
PsyArXiv Preprints
Grössle, I. M., Schubö, A., & Tünnermann, J. (2023).
Testing a relational account of search templates in visual foraging.
Scientific Reports, 13(1) ,12541
Testing a relational account of search templates in visual foraging.
Scientific Reports, 13(1) ,12541
Guerrero‐Viu, J., Subias, J. D., Serrano, A., Storrs, K. R., Fleming, R. W., Masia, B., & Gutierrez, D. (2024).
Predicting Perceived Gloss: Do Weak Labels Suffice?.
Computer Graphics Forum (43)2, e15037.
Predicting Perceived Gloss: Do Weak Labels Suffice?.
Computer Graphics Forum (43)2, e15037.
Hahn, O., Araslanov, N., Schaub-Meyer, S., & Roth, S. (2024).
Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals.
arXiv preprint2404.16818.
Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals.
arXiv preprint2404.16818.
Hahn, O., Reich, C., Araslanov, N., Cremers, D., Rupprecht, C., & Roth, S. (2025).
Scene-Centric Unsupervised Panoptic Segmentation.
Proceedings of the Computer Vision and Pattern Recognition Conference, 24485-24495.
Scene-Centric Unsupervised Panoptic Segmentation.
Proceedings of the Computer Vision and Pattern Recognition Conference, 24485-24495.
Härle, R., Friedrich, F., Brack, M., Deiseroth, B., Schramowski, P., & Kersting, K. (2024).
SCAR: Sparse conditioned autoencoders for concept detection and steering in LLMs.
arXiv preprint arXiv: 2411.07122.
SCAR: Sparse conditioned autoencoders for concept detection and steering in LLMs.
arXiv preprint arXiv: 2411.07122.
Härle, R., Friedrich, F., Brack, M., Wäldchen, S., Deiseroth, B., Schramowski, P., & Kersting, K. (2025).
Measuring and Guiding Monosemanticity.
arXiv preprint, 2506.19382.
Measuring and Guiding Monosemanticity.
arXiv preprint, 2506.19382.
Helbing, J., Draschkow*, D., & Võ*, M. L.-H. (2022).
Auxiliary scene-context information provided by anchor objects guides attention and locomotion in natural search behavior.
Psychological science, 33(9), 1463–1476.
Auxiliary scene-context information provided by anchor objects guides attention and locomotion in natural search behavior.
Psychological science, 33(9), 1463–1476.
Helbing, J., Draschkow, D., & Võ, M. L. H. (2025).
Incidental Encoding of Objects during Search Is Stronger Than Intentional Memorization due to Increased Recollection Rather Than Familiarity.
Journal of Cognitive Neuroscience, 1-20.
Incidental Encoding of Objects during Search Is Stronger Than Intentional Memorization due to Increased Recollection Rather Than Familiarity.
Journal of Cognitive Neuroscience, 1-20.
Helff, L., Friedrich, F., Brack, M., Kersting, K., & Schramowski, P. (2024).
Llavaguard: An open vlm-based framework for safeguarding vision datasets and models.
arXiv preprint arXiv: 2406.05113.
Llavaguard: An open vlm-based framework for safeguarding vision datasets and models.
arXiv preprint arXiv: 2406.05113.
Hermann, A., Benke, C., Blecker, C. R., de Haas, B., He, Y., Hofmann, S. G., ... & Kirchner, L. (2024).
Study protocol TransTAM: Transdiagnostic research into emotional disorders and cognitive-behavioral therapy of the adaptive mind.
BMC psychiatry, 24(1), 657.
Study protocol TransTAM: Transdiagnostic research into emotional disorders and cognitive-behavioral therapy of the adaptive mind.
BMC psychiatry, 24(1), 657.
Hesse, R., Bağcı, D., Schiele, B., Schaub-Meyer, S., & Roth, S. (2025).
Beyond Accuracy: What Matters in Designing Well-Behaved Models?.
arXiv preprint arXiv: 2503.17110
Beyond Accuracy: What Matters in Designing Well-Behaved Models?.
arXiv preprint arXiv: 2503.17110
Hesse, R., Fischer, J., Schaub-Meyer, S., & Roth, S. (2025).
Disentangling Polysemantic Channels in Convolutional Neural Networks.
Proceedings of the Computer Vision and Pattern Recognition Conference, 4799-4803.
Disentangling Polysemantic Channels in Convolutional Neural Networks.
Proceedings of the Computer Vision and Pattern Recognition Conference, 4799-4803.
Hesse, R., Schaub-Meyer, S., & Roth, S. (2021).
Fast axiomatic attribution for neural networks.
Advances in Neural Information Processing Systems, 34(2), 19513-19524.
Fast axiomatic attribution for neural networks.
Advances in Neural Information Processing Systems, 34(2), 19513-19524.
Hesse, R., Schaub-Meyer, S., & Roth, S. (2023).
Funnybirds: A synthetic vision dataset for a part-based analysis of explainable ai methods.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 3981-3991.
Funnybirds: A synthetic vision dataset for a part-based analysis of explainable ai methods.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 3981-3991.
Hesse, R., Schaub-Meyer, S., & Roth, S. (2024).
Benchmarking the attribution quality of vision models.
Advances in Neural Information Processing Systems, 37, 97928-97947.
Benchmarking the attribution quality of vision models.
Advances in Neural Information Processing Systems, 37, 97928-97947.
Hesse, R., Schaub-Meyer, S., & Roth, S. (2023) (2023).
Content-adaptive downsampling in convolutional neural networks.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 4544-4553.
Content-adaptive downsampling in convolutional neural networks.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 4544-4553.
Hilbert, K., Böhnlein, J., Meinke, C., Chavanne, A., Langhammer, T., Stumpe, L., Winter, N., Kircher, T., Rief, W., Straube, B., Roesmann, K., Leehr, E.J., Dannlowski, U., & Lueken, U., (2024).
Lack of evidence for predictive utility from resting state fMRI data for individual exposure-based cognitive behavioral therapy outcomes: A machine learning study in two large multi-site samples in anxiety disorders.
NeuroImage, 295, 120639.
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Deisam: Segment anything with deictic prompting.
Advances in Neural Information Processing Systems, 37, 52266-52295.
Deisam: Segment anything with deictic prompting.
Advances in Neural Information Processing Systems, 37, 52266-52295.
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α ILP: thinking visual scenes as differentiable logic programs.
Machine Learning, 112(5), 1465-1497.

α ILP: thinking visual scenes as differentiable logic programs.
Machine Learning, 112(5), 1465-1497.
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Learning differentiable logic programs for abstract visual reasoning.
Machine Learning, 113(11), 8533-8584.
Learning differentiable logic programs for abstract visual reasoning.
Machine Learning, 113(11), 8533-8584.
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Scalable Neural-Probabilistic Answer Set Programming.
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Scalable Neural-Probabilistic Answer Set Programming.
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Learning by self-explaining.
arXiv preprint arXiv:2309.08395.
Learning by self-explaining.
arXiv preprint arXiv:2309.08395.
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Neural concept binder.
Advances in Neural Information Processing Systems (37), 71792-71830.
Neural concept binder.
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Navigating shortcuts, spurious correlations, and confounders: From origins via detection to mitigation.
arXiv preprint arXiv:2412.05152.
Navigating shortcuts, spurious correlations, and confounders: From origins via detection to mitigation.
arXiv preprint arXiv:2412.05152.
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Learning to intervene on concept bottlenecks.
arXiv preprint arXiv:2308.13453.
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arXiv preprint arXiv:2308.13453.
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Object Centric Concept Bottlenecks.
arXiv preprint: 2505.24492.
Object Centric Concept Bottlenecks.
arXiv preprint: 2505.24492.
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A simple optical flow model explains why certain object viewpoints are special.
bioRxiv,2023-10.
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Current Biology, 33(17), R894-R895.
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Current Biology, 33(17), R894-R895.
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The eyes anticipate where an object will move based on its shape.
Current Biology, 33(17), R894-R895.
The eyes anticipate where an object will move based on its shape.
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Current Biology 32, R1201–R1225.
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Modelling dataset bias in machine-learned theories of economic decision-making.
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Attention directs actions in visual foraging.
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Attention directs actions in visual foraging.
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Unexpected Twists: Electrophysiological Correlates of Encoding and Retrieval of Events Eliciting Prediction Error.
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Hierarchical organization of objects in scenes is reflected in mental representations of objects.
Scientific Reports, 12(1), 20068.
Hierarchical organization of objects in scenes is reflected in mental representations of objects.
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Generative Clausal Networks: Relational Decision Trees as Probabilistic Circuits.
Proceedings of the 30th International Conference on Inductive Logic Programming (ILP).

Generative Clausal Networks: Relational Decision Trees as Probabilistic Circuits.
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Major problems in clinical psychological science and how to address them. Introducing a multimodal dynamical network approach.
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Bongard in Wonderland: Visual Puzzles that Still Make AI Go Mad?.
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arXiv preprint
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Learning from Less: Guiding Deep Reinforcement Learning with Differentiable Symbolic Planning.
arXiv preprint arXiv: 2505.11661.
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arXiv preprint arXiv: 2505.11661.
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Sum-Product-Attention Networks: Leveraging Self-Attention in Probabilistic Circuits.
arXiv preprint
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arXiv preprint
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Characteristic Circuits.
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Characteristic Circuits.
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Whittle networks: A deep likelihood model for time series.
International Conference on Machine Learning (PMLR), 12177-12186.
Whittle networks: A deep likelihood model for time series.
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Leveraging Probabilistic Circuits for Nonparametric Multi-Output Regression.
Proceedings of the 37th Conference on Uncertainty in Artificial Intelligence (UAI 2021).
Leveraging Probabilistic Circuits for Nonparametric Multi-Output Regression.
Proceedings of the 37th Conference on Uncertainty in Artificial Intelligence (UAI 2021).
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Structural Causal Interpretation Theorem.
arXiv preprint
Structural Causal Interpretation Theorem.
arXiv preprint
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Weathering the storm of emotions: Immediate and lasting effects of reinterpretation and distancing on event-related potentials and their association with habitual use of cognitive reappraisal.
Cognitive, Affective, and Behavioral Neuroscience, 1-16.
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Cognitive, Affective, and Behavioral Neuroscience, 1-16.
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Activation Subspaces for Out-of-Distribution Detection.
arXiv preprint arXiv: 2508.21695.
Activation Subspaces for Out-of-Distribution Detection.
arXiv preprint arXiv: 2508.21695.