Publications

@inproceedings{yunus2026dir,
    title = {Dynamic Inverse Rendering for Enhanced Material-Lighting Decomposition},
    author = {Yunus, Raza and Ummenhofer, Benjamin and Lenssen, Jan Eric and Ilg, Eddy},
    booktitle = {European Conference on Computer Vision ({ECCV})},
    year = {2026},
}

@inproceedings{nazarenus2026actionplan,
    title = {{ActionPlan}: Future-Aware Streaming Motion Synthesis via Frame-Level Action Planning},
    author = {Nazarenus, Eric and Li, Chuqiao and He, Yannan and Xie, Xianghui and Lenssen, Jan Eric and Pons-Moll, Gerard},
    booktitle = {European Conference on Computer Vision ({ECCV})},
    year = {2026},
}

@inproceedings{chen2026semanticnvs,
    title = {SemanticNVS: Improving Semantic Scene Understanding in Generative Novel View Synthesis},
    author = {Chen, Xinya and Wewer, Christopher and Xie, Jiahao and Hu, Xinting and Lenssen, Jan Eric},
    booktitle = {International Conference on Machine Learning ({ICML})},
    year = {2026},
}

@inproceedings{asim2026scenetok,
    title = {SceneTok: A Compressed, Diffusable Token Space for 3D Scenes},
    author = {Asim, Mohammad and Wewer, Christopher and Lenssen, Jan Eric},
    booktitle = {Conference on Computer Vision and Pattern Recognition (CVPR)},
    year = {2026},
}

@inproceedings{ernst2026rewised,
    title = {Rewis3d: Reconstruction for Weakly-Supervised Semantic Segmentation},
    author = {Ernst, Jonas and Boettcher, Wolfgang  and Hoyer, Lukas  and Lenssen, Jan Eric  and Schiele, Bernt},
    booktitle = {Conference on Computer Vision and Pattern Recognition (CVPR)},
    year = {2026},
}

@inproceedings{he2026molingo,
    title = {MoLingo: Motion-Language Alignment for Text-to-Motion Generation},
    author = {Yannan He and Garvita Tiwari and Xiaohan Zhang and Pankaj Bora and Tolga Birdal and Jan Eric Lenssen and Gerard Pons-Moll},
    booktitle = {Conference on Computer Vision and Pattern Recognition (CVPR)},
    year = {2026},
}

@inproceedings{wimmer2025anyup,
    title = {AnyUp: Universal Feature Upsampling},
    author = {Wimmer, Thomas and Truong, Prune and Rakotosaona, Marie-Julie and Oechsle, Michael and Tombari, Federico and Schiele, Bernt and Lenssen, Jan Eric},
    booktitle = {International Conference on Learning Representations (ICLR)},
    year = {2026},
}

@inproceedings{nayal2026mixflow,
    title = {MixFlow: Mixed Source Distributions Improve Rectified Flows},
    author = {Nayal, Nazir and Wewer, Christopher and Lenssen, Jan Eric},
    booktitle = {ICLR 2026 2nd Workshop on Deep Generative Model in Machine Learning: Theory, Principle and Efficacy},
    year = {2026},
}

@inproceedings{kukleva2025refam,
    title = {RefAM: Attention Magnets for Zero-Shot
Referral Segmentation},
    author = {Kukleva, Anna and Simsar, Enis and Tonioni, Alessio and Naeem, Muhammad Ferjad and
Tombari, Federico and Lenssen, Jan Eric and Schiele, Bernt},
    booktitle = {arXiv preprint},
    year = {2025},
}

@inproceedings{erbach2025flair,
    title = {Solving Inverse Problems with FLAIR},
    author = {Erbach, Julius and Narnhofer, Dominik and Dombos, Andreas and Schiele, Bernt and Lenssen, Jan Eric and Schindler, Konrad},
    booktitle = {Neural Information Processing Systems ({NeurIPS})},
    year = {2025},
}

@inproceedings{Fey/etal/2025,
    title = {{PyG} 2.0: Scalable Learning on Real World Graphs},
    author = {Fey, Matthias and Sunil, Jinu and Nitta, Akihiro and Puri, Rishi and Shah, Manan, and Stojanovic, Blaz and Bendias, Ramona and Alexandria, Barghi and Kocijan, Vid and Zhang, Zecheng and He, Xinwei and Lenssen, Jan Eric and Leskovec, Jure},
    booktitle = {Temporal Graph Learning Workshop @ KDD},
    year = {2025},
}

@inproceedings{pogodzinski25spatialreasoners,
    title = {Spatial Reasoners for Continuous Variables in Any Domain},
    author = {Bart Pogodzinski and Christopher Wewer and Bernt Schiele and Jan Eric Lenssen},
    booktitle = {Championing Open-source DEvelopment in ML Workshop @ ICML},
    year = {2025},
}

@inproceedings{xie2025mvgbench,
    title = {MVGBench: a Comprehensive Benchmark for Multi-view Generation Models},
    author = {Xie, Xianghui and Zou, Chuhang and Karumuri, Meher Gitika and Lenssen, Jan Eric and Pons-Moll, Gerard},
    booktitle = {International Conference on Computer Vision ({ICCV})},
    year = {2025},
}

@inproceedings{duenkel2025diysc,
    title = {Do It Yourself: Learning Semantic Correspondence from Pseudo-Labels},
    author = {D{\"u}nkel, Olaf and Wimmer, Thomas and Theobalt, Christian and Rupprecht, Christian and Kortylewski, Adam},
    booktitle = {International Conference on Computer Vision ({ICCV})},
    year = {2025},
}

@inproceedings{wewer2025srm,
    title = {Spatial Reasoning with Denoising Models},
    author = {Wewer, Christopher and Pogodzinski, Bart and Schiele, Bernt and Lenssen, Jan Eric},
    booktitle = {International Conference on Machine Learning ({ICML})},
    year = {2025},
}

@inproceedings{asim2025met3r,
    title = {MEt3R: Measuring Multi-View Consistency in Generated Images},
    author = {Asim, Mohammad and Wewer, Christopher and Wimmer, Thomas and Schiele, Bernt and Lenssen, Jan Eric},
    booktitle = {Conference on Computer Vision and Pattern Recognition ({CVPR})},
    year = {2025},
}

@inproceedings{xu2025persona,
    title = {PersonaHOI: Effortlessly Improving Face Personalization in Human-Object Interaction Generation},
    author = {Hu, Xinting and Wang, Haoran and Lenssen, Jan Eric and Schiele, Bernt},
    booktitle = {Conference on Computer Vision and Pattern Recognition ({CVPR})},
    year = {2025},
}

@inproceedings{raj2024spurfies,
    title = {Spurfies: Sparse-view Surface Reconstruction using Local Geometry Priors},
    author = {Raj, Kevin and Wewer, Christopher and Yunus, Raza and Ilg, Eddy and Lenssen, Jan Eric},
    booktitle = {International Conference on 3D Vision ({3DV})},
    year = {2025},
}

@inproceedings{xie2024intertrack,
    title = {InterTrack: Tracking Human Object Interaction without Object Templates},
    author = {Xie, Xianghui and Lenssen, Jan Eric and Pons-Moll, Gerard},
    booktitle = {International Conference on 3D Vision ({3DV})},
    year = {2025},
}

@inproceedings{wang2024tokenformer,
    title = {TokenFormer: Rethinking Transformer Scaling with Tokenized Model Parameters},
    author = {Wang, Haiyang and Fan, Yue and Naeem, Muhammad Ferjad and Xian, Yongqin and Lenssen, Jan Eric and Wang, Liwei and Tombari, Federico and Schiele, Bernt},
    booktitle = {International Conference on Learning Representations ({ICLR})},
    year = {2025},
}

@inproceedings{yuan2024contextgnn,
    title = {ContextGNN: Beyond Two-Tower Recommendation Systems},
    author = {Yuan, Yiwen and Zhang, Zecheng and He, Xinwei and Nitta, Akihiro and Hu, Weihua and Wang, Dong and Shah, Manan and Huang, Shenyang and Stojanovič, Blaž and Krumholz, Alan and Lenssen, Jan Eric and Leskovec, Jure and Fey, Matthias},
    booktitle = {International Conference on Learning Representations ({ICLR})},
    year = {2025},
}

@inproceedings{yue2024fit3d,
    title = {Improving 2D Feature Representations by 3D-Aware Fine-Tuning},
    author = {Yue, Yuanwen and Das, Anurag and Engelmann, Francis and Tang, Siyu and Lenssen, Jan Eric},
    booktitle = {European Conference on Computer Vision ({ECCV})},
    year = {2024},
}

@inproceedings{wewer24latentsplat,
    title = {latentSplat: Autoencoding Variational Gaussians for Fast Generalizable 3D Reconstruction},
    author = {Wewer, Christopher and Raj, Kevin and Ilg, Eddy and Schiele, Bernt and Lenssen, Jan Eric},
    booktitle = {European Conference on Computer Vision ({ECCV})},
    year = {2024},
}

@inproceedings{robinson2024relbench,
    title = {RelBench: A Benchmark for Deep Learning on Relational Databases},
    author = {Robinson, Joshua and Ranjan, Rishabh and Hu, Weihua and Huang, Kexin and Han, Jiaqi and Dobles, Alejandro  and Fey, Matthias  and Lenssen, Jan Eric and Yuan, Yiwen  and Zhang, Zecheng  and He, Xinwei  and Leskovec, Jure},
    booktitle = {NeurIPS 2024 - Dataset and Benchmarks},
    year = {2024},
}

@inproceedings{boettcher2024scribbles,
    title = {Scribbles for All - Benchmarking Scribble Supervised Segmentation Across Datasets},
    author = {Boettcher, Wolfgang and Hoyer, Lukas and Unal, Ozan and Lenssen, Jan Eric and Schiele, Bernt},
    booktitle = {NeurIPS 2024 - Dataset and Benchmarks},
    year = {2024},
}

@inproceedings{das23npg,
    title = {Neural Parametric Gaussians for Monocular Non-Rigid Object Reconstruction},
    author = {Das, Devikalyan and Wewer, Christopher and Yunus, Raza and Ilg, Eddy and Lenssen, Jan Eric},
    booktitle = {Conference on Computer Vision and Pattern Recognition ({CVPR})},
    year = {2024},
}

@inproceedings{chen2024similarity,
    title = {From Similarity to Superiority: Channel Clustering for Time Series Forecasting},
    author = {Chen, Jialin and Lenssen, Jan Eric and Feng, Aosong and Hu, Weihua and Fey, Matthias and Tassiulas, Leandros and Leskovec, Jure and Ying, Rex},
    booktitle = {Neural Information Processing Systems ({NeurIPS})},
    year = {2024},
}

@inproceedings{xie23hdm,
    title = {Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation},
    author = {Xie, Xianghui and Bhatnagar, Bharat and Lenssen, Jan Eric and Pons-Moll, Gerard},
    booktitle = {Conference on Computer Vision and Pattern Recognition ({CVPR})},
    year = {2024},
}

@inproceedings{he24nrdf,
    title = {NRDF: Neural Riemannian Distance Fields for Learning Articulated Pose Priors},
    author = {He, Yannan and Tiwari, Garvita and Birdal, Tolga and Lenssen, Jan Eric and Pons-Moll, Gerard},
    booktitle = {Conference on Computer Vision and Pattern Recognition ({CVPR})},
    year = {2024},
}

@inproceedings{yunus24star,
    title = {Recent Trends in 3D Reconstruction of General Non-Rigid Scenes},
    author = {Yunus, Raza and Lenssen, Jan Eric and Niemeyer, Michael and Liao, Yiyi and Rupprecht, Christian and Theobalt, Christian and Pons-Moll, Gerard and Huang, Jia-Bin and Golyanik, Vladislav and Ilg, Eddy},
    booktitle = {Eurographics},
    year = {2024},
}

@inproceedings{zhou24gears,
    title = {GEARS: Local Geometry-aware Hand-object Interaction Synthesis},
    author = {Zhou, Keyang and Bhatnagar, Bharat and Lenssen, Jan Eric and Pons-Moll, Gerard},
    booktitle = {Conference on Computer Vision and Pattern Recognition ({CVPR})},
    year = {2024},
}

@inproceedings{schroppel23npcd,
    title = {Neural Point Cloud Diffusion for Disentangled 3D Shape and Appearance Generation},
    author = {Schröppel, Philipp and Wewer, Christopher and Lenssen, Jan Eric and Ilg, Eddy and Brox, Thomas},
    booktitle = {Conference on Computer Vision and Pattern Recognition ({CVPR})},
    year = {2024},
}

@inproceedings{fey23rdl,
    title = {Relational Deep Learning: Graph Representation Learning on Relational Databases},
    author = {Fey, Matthias and Hu, Weihua and Huang, Kexin and Lenssen, Jan Eric and Ranjan, Rishabh and Robinson, Joshua and Ying, Rex and You, Jiaxuan and  Leskovec, Jure},
    booktitle = {International Conference on Machine Learning ({ICML}) - Position Papers},
    year = {2024},
}

@inproceedings{wewer23simnp,
    title = {SimNP: Learning Self-Similarity Priors between Neural Points},
    author = {Wewer, Christopher and Ilg, Eddy and Schiele, Bernt and Lenssen, Jan Eric},
    booktitle = {International Conference of Computer Vision ({ICCV})},
    year = {2023},
}

@inproceedings{tiwari22posendf,
    title = {Pose-NDF: Modeling Human Pose Manifolds with Neural Distance Fields},
    author = {Tiwari, Garvita and Antic, Dimitrije and Lenssen, Jan Eric and Sarafianos, Nikolaos and Tung, Tony and Pons-Moll, Gerard},
    booktitle = {European Conference on Computer Vision ({ECCV})},
    month = {October},
    organization = {{Springer}},
    year = {2022},
}

@inproceedings{zhou2022toch,
    title = {TOCH: Spatio-Temporal Object-to-Hand Correspondence for Motion Refinement},
    author = {Zhou, Keyang and Bhatnagar, Bharat Lal and Lenssen, Jan Eric and Pons-Moll, Gerard},
    booktitle = {European Conference on Computer Vision ({ECCV})},
    month = {October},
    organization = {{Springer}},
    year = {2022},
}

@inproceedings{fey2021gas,
    title = {GnnAutoScale: Scalable and Expressive Graph Neural Networks via Historical Embeddings},
    author = {Fey, Matthias and Lenssen, Jan Eric and Weichert, Frank and Leskovec, Jure},
    booktitle = {International Conference of Machine Learning ({ICML})},
    year = {2021},
}

@inproceedings{fey2020dgmc,
    title = {Deep Graph Matching Consensus},
    author = {Fey, Matthias and Lenssen, Jan Eric and Morris, Christopher and Masci, Jonathan and Kriege, Nils},
    booktitle = {International Conference on Learning Representations ({ICLR})},
    year = {2020},
}

@inproceedings{lenssen2020disne,
    title = {Deep Iterative Surface Normal Estimation},
    author = {Lenssen, Jan Eric and Osendorfer, Christian and Masci, Jonathan},
    booktitle = {Conference on Computer Vision and Pattern Recognition ({CVPR})},
    year = {2020},
}

@inproceedings{chabra2020deepls,
    title = {Deep Local Shapes: Learning Local SDF Priors for Detailed 3D Reconstruction},
    author = {Chabra, Rohan and Lenssen, Jan Eric and Ilg, Eddy and Schmidt, Tanner and Straub, Julian and Lovegrove, Steven and Newcombe, Richard},
    booktitle = {European Conference on Computer Vision ({ECCV})},
    year = {2020},
}

@inproceedings{zhao2020quatcaps,
    title = {Quaternion Equivariant Capsule Networks for 3D Point Clouds},
    author = {Zhao, Yongheng and  Birdal, Tolga and Lenssen, Jan Eric and Menegatti, Emanuele and Guibas, Leonidas and Tombari, Federico},
    booktitle = {European Conference on Computer Vision ({ECCV})},
    year = {2020},
}

@inproceedings{fey2019pyg,
    title = {Fast Graph Representation Learning with PyTorch Geometric},
    author = {Fey, Matthias and Lenssen, Jan Eric},
    booktitle = {ICLR Workshop on Graph Learning ({ICLR-W})},
    year = {2019},
}

@inproceedings{morris2019kgnn,
    title = {Weisfeiler and leman go neural: Higher-order graph neural networks},
    author = {Morris, Christopher and Ritzert, Martin and Fey, Matthias and Hamilton, William and Lenssen, Jan Eric and Rattan, Gaurav and Grohe, Martin},
    booktitle = {AAAI Conference on Artificial Intelligence ({AAAI})},
    year = {2019},
}

@inproceedings{lenssen2019gecn,
    title = {Group Equivariant Capsule Networks},
    author = {Lenssen, Jan Eric and Fey, Matthias and Libuschewski, Pascal},
    booktitle = {Neural Information Processing Systems ({NeurIPS})},
    year = {2018},
}

@inproceedings{fey2018splinecnn,
    title = {SplineCNN: Fast geometric deep learning with continuous B-spline kernels},
    author = {Fey*, Matthias and Lenssen*, Jan Eric and Weichert, Frank and Müller, Heinrich},
    booktitle = {Conference on Computer Vision and Pattern Recognition ({CVPR})},
    year = {2018},
}