% Key papers for Video question answering (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2016_movieqa_11709, title = {{MovieQA: Understanding Stories in Movies Through Question-Answering}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2016}, } @inproceedings{cvpr2021_next_17467, title = {{NExT-QA: Next Phase of Question-Answering to Explaining Temporal Actions}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{aaai2019_activitynet_103547, title = {{ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question Answering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4946}, } @inproceedings{cvpr2020_hierarchical_15642, title = {{Hierarchical Conditional Relation Networks for Video Question Answering}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{cvpr2018_motion_13387, title = {{Motion-Appearance Co-Memory Networks for Video Question Answering}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2018}, url = {https://openaccess.thecvf.com/content_cvpr_2018/html/Gao_Motion-Appearance_Co-Memory_Networks_CVPR_2018_paper.html}, } @inproceedings{cvpr2019_audio_13877, title = {{Audio Visual Scene-Aware Dialog}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2019}, } @inproceedings{aaai2020_location_103649, title = {{Location-Aware Graph Convolutional Networks for Video Question Answering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6737}, } @inproceedings{aaai2020_divide_103659, title = {{Divide and Conquer: Question-Guided Spatio-Temporal Contextual Attention for Video Question Answering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6766}, } @inproceedings{cvpr2023_mist_21492, title = {{MIST: Multi-Modal Iterative Spatial-Temporal Transformer for Long-Form Video Question Answering}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/22566}, } @inproceedings{cvpr2021_sutd_17815, title = {{SUTD-TrafficQA: A Question Answering Benchmark and an Efficient Network for Video Reasoning Over Traffic Events}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{aaai2020_knowit_103625, title = {{KnowIT VQA: Answering Knowledge-Based Questions about Videos}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6713}, } @inproceedings{cvpr2022_from_18886, title = {{From Representation to Reasoning: Towards Both Evidence and Commonsense Reasoning for Video Question-Answering}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{neurips2023_egoschema_67696, title = {{EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language Understanding}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/73630}, } @inproceedings{aaai2021_dynamic_477, title = {{Dynamic Graph Representation Learning for Video Dialog via Multi-Modal Shuffled Transformers}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/01415-dynamic-graph-representation-learning-for-video-dialog-via-multi-modal-shuffled-transformers/}, } @inproceedings{aaai2021_dramaqa_465, title = {{DramaQA: Character-Centered Video Story Understanding with Hierarchical QA}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/01166-dramaqa-character-centered-video-story-understanding-with-hierarchical-qa/}, } @inproceedings{aaai2021_self_1362, title = {{Self-supervised Pre-training and Contrastive Representation Learning for Multiple-choice Video QA}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/13171-self-supervised-pre-training-and-contrastive-representation-learning-for-multiple-choice-video-qa/}, } @inproceedings{neurips2023_self_68720, title = {{Self-Chained Image-Language Model for Video Localization and Question Answering}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/71124}, } @inproceedings{cvpr2024_koala_23869, title = {{Koala: Key Frame-Conditioned Long Video-LLM}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31782}, } @inproceedings{neurips2021_learning_63049, title = {{Learning from Inside: Self-driven Siamese Sampling and Reasoning for Video Question Answering}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/28659}, } @inproceedings{cvpr2025_videoespresso_28096, title = {{VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34170}, } @inproceedings{cvpr2025_flexible_26282, title = {{Flexible Frame Selection for Efficient Video Reasoning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32897}, } @inproceedings{aaai2024_video_7769, title = {{Video-Context Aligned Transformer for Video Question Answering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29954}, } @inproceedings{cvpr2024_align_22746, title = {{Align and Aggregate: Compositional Reasoning with Video Alignment and Answer Aggregation for Video Question-Answering}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30634}, } @inproceedings{cvpr2025_bimba_25556, title = {{BIMBA: Selective-Scan Compression for Long-Range Video Question Answering}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32662}, } @inproceedings{aaai2024_ytcommentqa_7836, title = {{YTCommentQA: Video Question Answerability in Instructional Videos}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29906}, } @inproceedings{aaai2024_stair_7239, title = {{STAIR: Spatial-Temporal Reasoning with Auditable Intermediate Results for Video Question Answering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29890}, } @inproceedings{cvpr2025_vited_28052, title = {{VITED: Video Temporal Evidence Distillation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33327}, } @inproceedings{neurips2025_tool_76899, title = {{Tool-Augmented Spatiotemporal Reasoning for Streamlining Video Question Answering Task}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=OFz4VDn0SO}, } @inproceedings{aaai2026_vista_104165, title = {{Vista: Scene-Aware Optimization for Streaming Video Question Answering Under Post-Hoc Queries}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/37694}, } @inproceedings{aaai2025_friendsqa_9239, title = {{FriendsQA: A New Large-Scale Deep Video Understanding Dataset with Fine-grained Topic Categorization for Story Videos}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32920}, } @inproceedings{aaai2025_granularity_9360, title = {{Granularity-Adaptive Spatial Evidence Tokenization for Video Question Answering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32416}, } @inproceedings{neurips2025_magnet_75863, title = {{MAGNET: A Multi-agent Framework for Finding Audio-Visual Needles by Reasoning over Multi-Video Haystacks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=CwXyUdqFqW}, } @inproceedings{icml2026_video_49851, title = {{Video-in-the-Loop: Span-Grounded Long Video QA with Interleaved Reasoning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=6NDxn4R4JT}, } @inproceedings{icml2026_videoseal_51999, title = {{VideoSEAL: Mitigating Evidence Misalignment in Agentic Long Video Understanding by Decoupling Answer Authority}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=RsPequeaiZ}, } @inproceedings{icml2026_reasoning_53607, title = {{Reasoning LLM Improves Speaker Recognition in Long-form TV Dramas}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=h3TLVeukMA}, } @inproceedings{iclr2025_streaming_81018, title = {{Streaming Video Question-Answering with In-context Video KV-Cache Retrieval}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/30750}, } @inproceedings{iclr2026_fostering_84963, title = {{Fostering Video Reasoning via Next-Event Prediction}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=8nUgzuvskm}, } @inproceedings{iclr2026_a_86669, title = {{A.I.R.: Enabling Adaptive, Iterative, and Reasoning-based Frame Selection For Video Question Answering}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=SZVpOKw0YD}, }