% Key papers for Stochastic video prediction (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2020_bdd100k_15178, title = {{BDD100K: A Diverse Driving Dataset for Heterogeneous Multitask Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2017_end_12243, title = {{End-To-End Learning of Driving Models From Large-Scale Video Datasets}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2017}, } @inproceedings{neurips2017_predrnn_56586, title = {{PredRNN: Recurrent Neural Networks for Predictive Learning using Spatiotemporal LSTMs}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/8882}, } @inproceedings{aaai2017_deep_104594, title = {{Deep Gaussian Process for Crop Yield Prediction Based on Remote Sensing Data}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11172}, } @inproceedings{iclr2017_decomposing_28377, title = {{Decomposing Motion and Content for Natural Video Sequence Prediction}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2017}, url = {https://openreview.net/forum?id=rkEFLFqee}, } @inproceedings{iclr2017_deep_28206, title = {{Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2017}, url = {https://openreview.net/forum?id=B1ewdt9xe}, } @inproceedings{cvpr2022_simvp_19880, title = {{SimVP: Simpler Yet Better Video Prediction}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2019_animating_13850, title = {{Animating Arbitrary Objects via Deep Motion Transfer}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2019}, } @inproceedings{icml2018_predrnn_36927, title = {{PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2018}, url = {https://icml.cc/virtual/2018/poster/1967}, } @inproceedings{neurips2017_unsupervised_56751, title = {{Unsupervised Learning of Disentangled Representations from Video}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/9477}, } @inproceedings{cvpr2020_disentangling_15416, title = {{Disentangling Physical Dynamics From Unknown Factors for Unsupervised Video Prediction}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2016_unsupervised_11947, title = {{Unsupervised Learning From Narrated Instruction Videos}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2016}, } @inproceedings{neurips2016_soundnet_55999, title = {{SoundNet: Learning Sound Representations from Unlabeled Video}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2016}, url = {https://nips.cc/virtual/2016/poster/8512}, } @inproceedings{cvpr2021_motionrnn_17435, title = {{MotionRNN: A Flexible Model for Video Prediction With Spacetime-Varying Motions}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{iclr2019_eidetic_28747, title = {{Eidetic 3D LSTM: A Model for Video Prediction and Beyond}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2019}, url = {https://iclr.cc/virtual/2019/poster/997}, } @inproceedings{cvpr2019_predicting_14665, title = {{Predicting Future Frames Using Retrospective Cycle GAN}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2019}, } @inproceedings{cvpr2017_unsupervised_12720, title = {{Unsupervised Learning of Long-Term Motion Dynamics for Videos}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2017}, } @inproceedings{icml2017_learning_36270, title = {{Learning to Generate Long-term Future via Hierarchical Prediction}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2017}, url = {https://icml.cc/virtual/2017/poster/641}, } @inproceedings{cvpr2017_generating_12307, title = {{Generating the Future With Adversarial Transformers}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2017}, } @inproceedings{cvpr2018_learning_13323, title = {{Learning to Generate Time-Lapse Videos Using Multi-Stage Dynamic Generative Adversarial Networks}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2018}, url = {https://openaccess.thecvf.com/content_cvpr_2018/html/Xiong_Learning_to_Generate_CVPR_2018_paper.html}, } @inproceedings{cvpr2024_generalized_23598, title = {{Generalized Predictive Model for Autonomous Driving}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30221}, } @inproceedings{aaai2024_wavelet_7790, title = {{Wavelet-Driven Spatiotemporal Predictive Learning: Bridging Frequency and Time Variations}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28230}, } @inproceedings{cvpr2024_extdm_23418, title = {{ExtDM: Distribution Extrapolation Diffusion Model for Video Prediction}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29228}, } @inproceedings{aaai2024_stdiff_7242, title = {{STDiff: Spatio-Temporal Diffusion for Continuous Stochastic Video Prediction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28489}, } @inproceedings{cvpr2024_learning_23977, title = {{Learning from One Continuous Video Stream}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30596}, } @inproceedings{cvpr2024_dancing_23107, title = {{Dancing with Still Images: Video Distillation via Static-Dynamic Disentanglement}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30702}, } @inproceedings{aaai2025_motion_9998, title = {{Motion-aware Contrastive Learning for Temporal Panoptic Scene Graph Generation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32665}, } @inproceedings{cvpr2025_learning_26751, title = {{Learning Physics From Video: Unsupervised Physical Parameter Estimation for Continuous Dynamical Systems}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33727}, } @inproceedings{cvpr2025_learning_26758, title = {{Learning from Streaming Video with Orthogonal Gradients}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33786}, } @inproceedings{cvpr2025_syncvp_27785, title = {{SyncVP: Joint Diffusion for Synchronous Multi-Modal Video Prediction}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34356}, } @inproceedings{aaai2025_exploiting_9062, title = {{Exploiting Continuous Motion Clues for Vision-Based Occupancy Prediction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32958}, } @inproceedings{icml2024_visual_45489, title = {{Visual Representation Learning with Stochastic Frame Prediction}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/32962}, } @inproceedings{neurips2025_overcoming_76890, title = {{Overcoming Challenges of Long-Horizon Prediction in Driving World Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=OACw1Fqy6Y}, } @inproceedings{iclr2025_vedit_81770, title = {{VEDIT: Latent Prediction Architecture For Procedural Video Representation Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/30010}, } @inproceedings{aaai2025_dfdnet_8603, title = {{DFDNet: Disentangling and Filtering Dynamics for Enhanced Video Prediction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32314}, } @inproceedings{icml2025_playslot_47188, title = {{PlaySlot: Learning Inverse Latent Dynamics for Controllable Object-Centric Video Prediction and Planning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/45399}, } @inproceedings{icml2025_video_47898, title = {{Video Prediction Policy: A Generalist Robot Policy with Predictive Visual Representations}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44705}, } @inproceedings{icml2026_identifiable_49889, title = {{Identifiable Token Correspondence for World Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=6vKlayY1tV}, } @inproceedings{icml2026_interpreting_52964, title = {{Interpreting Physics in Video World Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=aijGVmEG9Y}, } @inproceedings{neurips2024_motion_70486, title = {{Motion Graph Unleashed: A Novel Approach to Video Prediction}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96622}, }