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Brox's with Publications

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2025
Journal
Selective Concept Bottleneck Models Without Predefined Concepts   Paperpaper-ucbm.pdf doi> Code/data
Simon Schrodi, J. Schur, Max Argus, Thomas Brox
Transactions on Machine Learning Research (TMLR), May 2025

Conference
When and How Does CLIP Enable Domain and Compositional Generalization?   Paperpaper-clip-comp-gen.pdf doi> Code/data
Elias Kempf, Simon Schrodi, Max Argus, Thomas Brox
International Conference on Machine Learning (ICML), 2025
Two Effects, One Trigger: On the Modality Gap, Object Bias, and Information Imbalance in Contrastive Vision-Language Models   Paperpaper-Two_Effects_One_Trigger.pdf doi> Code/data
Simon Schrodi, David T. Hoffmann, Max Argus, V. Fischer, Thomas Brox
International Conference on Learning Representations (ICLR), 2025
Detect, Classify, Act: Categorizing Industrial Anomalies with Multi-Modal Large Language Models  
S. Mokhtar, Arian Mousakhan, Silvio Galesso, J. Tayyub, Thomas Brox
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Workshops, 2025
Using Knowledge Graphs to harvest datasets for efficient CLIP model training   Paperpaper-entitynet-v3.pdf doi> Code/data
Simon Ging, S. Walter, Jelena Bratulić, Johannes Dienert, H. Bast, Thomas Brox
German Conference on Pattern Recognition (GCPR), 2025
Unlocking In-Context Learning for Natural Datasets Beyond Language Modelling  
Jelena Bratulić, Sudhanshu Mittal, David T. Hoffmann, S. Böhm, R. Schirrmeister, T. Ball, C. Rupprecht, Thomas Brox
German Conference on Pattern Recognition (GCPR), 2025
Common Data Properties Limit Object-Attribute Binding in CLIP   Paperpaper-binding.pdf doi> Code/data
B. Gurung, David T. Hoffmann, Thomas Brox
German Conference on Pattern Recognition (GCPR), 2025
Orbis: Overcoming Challenges of Long-Horizon Prediction in Driving World Models  
Arian Mousakhan, Sudhanshu Mittal, Silvio Galesso, Karim Farid, Thomas Brox
Advances in Neural Information Processing Systems (NeurIPS), 2025
 
2024

Conference
Eureka-Moments in Transformers: Multi-Step Tasks Reveal Softmax Induced Optimization Problems   Paperpaper-hoffmann_eureka.pdf doi> Code/data
David T. Hoffmann, Simon Schrodi, Jelena Bratulić, N. Behrmann, V. Fischer, Thomas Brox
International Conference on Machine Learning (ICML), 2024
CrossQ: Batch Normalization in Deep Reinforcement Learning for Greater Sample Efficiency and Simplicity   Paperpaper-XQL.pdf
A. Bhatt, D. Palenicek, B. Belousov, Max Argus, Artemij Amiranashvili, Thomas Brox, J. Peters
International Conference on Learning Representations (ICLR), 2024
Open-ended VQA benchmarking of Vision-Language models by exploiting Classification datasets and their semantic hierarchy   Paperpaper-ovqa.pdf Code/data
Simon Ging, Maria A. Bravo, Thomas Brox
International Conference on Learning Representations (ICLR), May 2024
Compositional Servoing by Recombining Demonstrations  
Max Argus, A. Nayak, M. Büchner, Silvio Galesso, A. Valada, Thomas Brox
IEEE International Conference on Robotics and Automation (ICRA), 2024
Neural Point Cloud Diffusion for Disentangled 3D Shape and Appearance Generation   Paperpaper-neural_point_cloud_diffusion.pdf Code/data
Philipp Schröppel, C. Wewer, J. Lenssen, E. Ilg, Thomas Brox
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2024
Latent Diffusion Counterfactual Explanations   Paperpaper-ldce.pdf doi> Code/data
Simon Schrodi, Karim Farid, Max Argus, Thomas Brox
German Conference on Pattern Recognition (GCPR), 2024
Anomaly detection with conditioned denoising diffusion models  
Arian Mousakhan, Thomas Brox, J. Tayyub
German Conference on Pattern Recognition (GCPR), 2024
Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond   Paperpaper-dood.pdf
Silvio Galesso, Philipp Schröppel, H. Driss, Thomas Brox
European Conference on Computer Vision (ECCV), 2024
 
2023
Journal
Modelling long-term thermal comfort conditions in urban environments using a deep convolutional encoder-decoder as a computational shortcut   doi>
F. Briegel, Osama Makansi, A. Matzarakis, Thomas Brox, A. Christen
Urban Climate, 47, Jan 2023

Conference
Unsupervised semantic segmentation with self-supervised object-centric representations   Paper3900_unsupervised_semantic_segmentation.pdf
A. Zadaianchuk, M. Kleindessner, Y. Zhu, F. Locatello, Thomas Brox
International Conference on Learning Representations (ICLR), 2023
Bridging the gap to real-world object-centric learning   Paper4501_bridging_the_gap_to_real_world.pdf
M. Seitzer, M. Horn, A. Zadaianchuk, D. Zietlow, T. Xiao, C. Simon-Gabriel, T. He, Z. Zhang, B. Schölkopf, Thomas Brox, F. Locatello
International Conference on Learning Representations (ICLR), 2023
Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection   Paperpaper-kNNs_OoD.pdf
Silvio Galesso, Max Argus, Thomas Brox
IEEE International Conference on Computer Vision (ICCV), Workshops, 2023
Open-vocabulary Attribute Detection   Paperpaper-ovad23.pdf Code/data
Maria A. Bravo, Sudhanshu Mittal, Simon Ging, Thomas Brox
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2023
Best Practices in Active Learning for Semantic Segmentation   Paperpaper-ALSS.pdf
Sudhanshu Mittal, J. Niemeijer, J. Schäfer, Thomas Brox
German Conference on Pattern Recognition (GCPR), 2023
Climate-sensitive Urban Planning through Optimization of Tree Placements   Paperpaper-planting_trees.pdf Code/data
Simon Schrodi, F. Briegel, Max Argus, A. Christen, Thomas Brox
Advances in Neural Information Processing Systems (NeurIPS) Workshop, 2023
Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars   Paperpaper-hnas.pdf Code/data
Simon Schrodi, D. Stoll, B. Ru, R. Sukthanker, Thomas Brox, F. Hutter
Advances in Neural Information Processing Systems (NeurIPS), 2023
 
2022
Journal
3D pose estimation enables virtual head fixation in freely moving rats   Paper2022.04.14.488303v1.full.pdf doi>
A. Schneider, Christian Zimmermann, M. Alyahyay, F. Steenbergen, Thomas Brox, I. Diester
Neuron, 110(13): 2080-2093, Jul 2022
Conserved structures of neural activity in sensorimotor cortex of freely moving rats allow cross-subject decoding   Papermelbaum2022.pdf doi>
Svenja Melbaum, E. Russo, D. Eriksson, A. Schneider, D. Durstewitz, Thomas Brox, I. Diester
Nature Communications, 2022

Conference
You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction   Paperpaper-explainable-trajectory-prediction-iclr.pdf
Osama Makansi, J. von Kügelgen, F. Locatello, P. Gehler, D. Janzing, Thomas Brox, B. Schölkopf
International Conference on Learning Representations (ICLR), 2022
Conditional Visual Servoing for Multi-Step Tasks   Paperpaper-CVS.pdf
S. Izquierdo, Max Argus, Thomas Brox
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2022
A Benchmark and a Baseline for Robust Multi-view Depth Estimation   Paperpaper-a_benchmark_and_a_baseline_for_robust_depth_estimation.pdf Code/data
Philipp Schröppel, Jan Bechtold, Artemij Amiranashvili, Thomas Brox
IEEE International Conference on 3D Vision (3DV), Sep 2022
Towards Understanding Adversarial Robustness of Optical Flow Networks   Paperpaper-understanding-flow-robustness.pdf Code/data
Simon Schrodi, Tonmoy Saikia, Thomas Brox
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022

Display the complete list (233 publications)
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