Temporal Reasoning in VLMs

VLM: Vision-Language Model

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20 papers2 papers in the last four weeks, down 33% on the four weeks before. 0.0% of all new papers.

  1. ActionLens: Diagnosing Spatial-Temporal Binding Failures in Vision-Language Models

    Sep 28, 2026Gueter Josmy Faure, Min-Hung Chen, Hao Ping Wang +3Video-Language Model EvaluationTemporal Video Understanding

    National Taiwan University · NVIDIA

  2. EgoTSR++: Egocentric Spatiotemporal Reasoning for Task Progress Understanding

    Sep 23, 2026Xiaoda Yang, Can Wang, Yuxiang Liu +3Temporal Reasoning in VLMsSpatiotemporal Reasoning

    Zhejiang University, Hangzhou, China · Qingdao University, Qingdao, China · Tianjin University, Tianjin, China +1

  3. From Vision to Language: Investigating Causal Information Flow in Multimodal Decision-Making

    Sep 4, 2026Davide Testa, Hugh Mee Wong, Alessandro Lenci +2Temporal Reasoning in VLMsVision-Language Models

    Fondazione Bruno Kessler (FBK) - Trento, Italy · Università di Roma La Sapienza - Rome, Italy · Utrecht University - Utrecht, The Netherlands +1

  4. What's the Catch? Evaluating Temporal Consistency in Vision-Language Models

    Aug 24, 2026Marek Hradil, Danae Sánchez VillegasTemporal Reasoning in VLMsVLM Evaluation

    University of Copenhagen · The National Center for AI in Society (CAISA)

  5. RISE: Roadside Infrastructure Sequence Understanding across 3D Tracking and Structured Vision-Language Reasoning

    Aug 17, 2026Yanbo Jiang, Haotian Zheng, Jiahao Wang +10Temporal Reasoning in VLMs3D MOT

    School of Vehicle and Mobility, Tsinghua University · TsingCloud

  6. DynaPix: Can Vision-Language Models Identify the Exact Future?

    Aug 6, 2026Thong Nguyen, Vinh-Hien Do, Quynh Vo +2VLM EvaluationVision-Language Models

    Centre for AI Research, VinUniversity · National University of Singapore

  7. PhysMind: From Video to Executable Worlds for Training-Free Physical Reasoning

    Aug 5, 2026Chen Yang, Shenxiang Zeng, Haoyang Zhao +6Counterfactual ReasoningPhysical Reasoning in Video

    1Tsinghua University · 2The University of Hong Kong

  8. STAR-VLM: Spatiotemporal Grounding Vision-Language Models for Motion and Velocity Estimation via Automotive Radar Supervision

    Aug 2, 2026Pou-Chun Kung, Aryaman Rao, Utkrisht Sahai +4VLMs for Autonomous DrivingVLM Reasoning

    University of Michigan, Ann Arbor, MI 48109

  9. Animation2Code: Evaluating Temporal Visual Reasoning in Video-to-Code Generation

    Jun 26, 2026Anya Ji, Abhijith Varma Mudunuri, David M. Chan +1VLM EvaluationTemporal Reasoning in VLMs

    University of California, Berkeley

  10. Chronological Blindness: Benchmarking Temporal Reasoning in Vision-Language Models with CHRONOSIGHT

    Jun 15, 2026Parthaw Goswami, Jaynto Goswami DeepVLM EvaluationTemporal Reasoning

    Department of Computer Science, University of Missouri, Columbia, 65201, MO, USA · SAP, Prague, Czech Republic

  11. 4DP-QA: Scalable QA for 4D Perception in Vision Language Models

    Jun 10, 2026Seokju Cho, Abhishek Badki, Hang Su +5VLM EvaluationVLM Reasoning

    1NVIDIA · 2Yale University · *Work done during internship at NVIDIA. +1

  12. Seeing Time: Benchmarking Chronological Reasoning and Shortcut Biases in Vision-Language Models

    Jun 4, 2026Haoyu Zhou, Qing Qing, Caichong Li +6VLM EvaluationVision-Language Models

    College of Computer Science and Technology, Jilin University, Changchun 130012, China · College of Computing and Data Science, Nanyang Technological University, 639798, Singapore · School of Computer Science, Wuhan University, China +1

  13. DRIVESPATIAL: A Benchmark for Spatiotemporal Intelligence in VLMs for Autonomous Driving

    May 22, 2026Hao Vo, Khoa Vo, Phu Loc Nguyen +10VLM EvaluationAutonomous Driving Datasets

    University of Arkansas, USA · Google Research, Google · University of Liverpool, UK +1

  14. On the Cultural Anachronism and Temporal Reasoning in Vision Language Models

    May 14, 2026Mukul Ranjan, Prince Jha, Khushboo Kumari +1VLM EvaluationVLM Reasoning

    MBZUAI, UAE · Inception, UAE

  15. Tracing the Arrow of Time: Diagnosing Temporal Information Flow in Video-LLMs

    May 8, 2026Peitao Han, Fei Cheng, Lis K. Pereira +2Video-Language ModelsTemporal Reasoning in Language Models

    The University of Osaka · Center for Information and Neural Networks · National Institute of Information and Communications Technology +2

  16. PushupBench: Your VLM is not good at counting pushups

    Apr 25, 2026Shengzhi Li, Jiarun Chen, Karun Sharma +2Multimodal UnderstandingVideo-Language Model Evaluation

  17. How Well Do Vision-Language Models Understand Sequential Driving Scenes? A Sensitivity Study

    Apr 8, 2026Roberto Brusnicki, Mattia Piccinini, Johannes BetzVisual Evidence Sensitivity in VLMsTemporal Reasoning in VLMs

    Professorship of Autonomous Vehicle Systems, TUM School of Engineering and Design, Technical University of Munich, Munich, Germany

  18. Probing the Reliability of Driving VLMs: From Inconsistent Responses to Grounded Temporal Reasoning

    Mar 10, 2026Chun-Peng Chang, Chen-Yu Wang, Holger Caesar +1PEFT of VLMsTemporal Reasoning in VLMs

    DFKI Augmented Vision · TU Delft

  19. ReMoT: Reinforcement Learning with Motion Contrast Triplets

    Feb 28, 2026Cong Wan, Zeyu Guo, Jiangyang Li +5Temporal Reasoning in VLMsVLM Reasoning

    Xi’an Jiaotong University · Shenzhen University of Advanced Technology · DAMO Academy, Alibaba Group

  20. MATEO: A Multimodal Benchmark for Temporal Reasoning and Planning in LVLMs

    Feb 16, 2026Gabriel Roccabruna, Olha Khomyn, Giuseppe RiccardiTemporal Reasoning in VLMsVLM Reasoning

    Signals and Interactive Systems Lab, University of Trento, Italy