Temporal Reasoning

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1 paper in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. Explainable Rule Mining of IPv6 Extension-Header Presence Patterns from Paired-Vantage Captures

    Oct 6, 2026Priyanka Sinha, Nikolaos Kekatos, Stylianos Basagiannis +5Temporal Reasoning

    IIT Kharagpur, India · Clone Systems, CY · IHU, GR +1

  2. Revision-Aware Independent Agent Graphs for Dynamic Reasoning

    Oct 1, 2026Yan Luo, Selim-Antoine Lali, Jeremy Moebel +3Temporal ReasoningAI Agent Benchmarks

    Harvard AI and Robotics Lab Harvard University Boston, MA, USA

  3. CRAFT: LLM-Based Iterative Refinement for Temporal Reasoning over Clinical Narratives

    Aug 13, 2026Chengyang He, Tahreem Arif, Marko Zivkovic +3Temporal ReasoningClinical Reasoning

    Stevens Institute of Technology, Hoboken, NJ, 07030, USA · Genesis Research Group, Hoboken, NJ, 07030,USA · New Jersey Institute of Technology, Newark, NJ, 07102, USA

  4. Infinite Trace Objectives with Finite Trace Techniques: Translating LTL to LTLf+

    Aug 3, 2026Christoph Weinhuber, Maximilian Prokop, Giuseppe De Giacomo +1Temporal ReasoningFormal Verification

    University of Oxford · 2Technical University of Munich · 3Masaryk University Brno +1

  5. Desktop-Delta Bench: Do Computer-Use Models Understand Desktop GUI Transitions?

    Jul 28, 2026Abhishek Pillai, Samir Kumar Nayak, Yuan ChenComputer-Use Agent BenchmarksComputer-Use Agents

    NVIDIA Austin, TX, USA · NVIDIA Bangalore, Karnataka, IND

  6. Distilling Temporal Search and Reasoning: Evolving LLMs for Future Prediction via Harness-Assisted Efficient Data Synthesis

    Jul 28, 2026Wanxu Cai, Zhengyu Chen, Huaisheng Zhu +3Data LeakageTemporal Reasoning

    1The Chinese University of Hong Kong · 2Meituan LongCat Team

  7. Maximum Satisfiability of Simple Temporal Problems

    Jul 26, 2026Johannes K. Fichte, Johanna Groven, Peter Jonsson +2Temporal ReasoningParameterized Complexity

    Department of Computer and Information Science (IDA) Linköping University

  8. TRACTA: Benchmarking Temporal Reasoning over Semantic Trajectories

    Jul 24, 2026Michael Romei De Socio, Gian Luca Pozzato, Alessio MerloTemporal Reasoning

    Department of Computer Science, University of Turin, Corso Svizzera 185, 10149 Turin, Italy · CASD – School of Advanced Defense Studies, Piazza della Rovere 83, 00165 Rome, Italy

  9. RUMBA: Russian User Memory Benchmark

    Jul 23, 2026Elizaveta Shevtsova, Inna Glebkina, Mark Baushenko +2Temporal Reasoning in Language ModelsTemporal Reasoning

    1DAIMLD

  10. WaveformQA: Benchmarking LLM Temporal Reasoning on Digital Waveforms

    Jul 22, 2026Yichuan Liu, Daniel Cummings, Nick VadlamudiLLM EvaluationTime Series QA

    Tenstorrent Austin, TX, USA

  11. ChronoStitch: Training-Free Composition of Visual KV Memories for Long-Horizon Temporal Reasoning

    Jul 21, 2026Santiram Tiwari, Nishant Sinha, Kunal KislayMemory-Augmented VLMsKV Caching

    KGraph AI Solutions Pvt. Ltd., Bangalore, India – 560016

  12. What Does a Temporal Benchmark Score Measure? Decomposing Channel Use in Video VLM Evaluation

    Jul 14, 2026Farrukh RahmanVLM EvaluationTemporal Reasoning

    Microsoft · Georgia Institute of Technology

  13. 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

  14. Running the Gauntlet: Hard Agentic Tasks

    Jun 12, 2026Mykola Vysotskyi, Runqi Lin, Grzegorz Biziel +203D Spatial ReasoningWeb Agent Benchmarks

    SoftServe · Ukrainian Catholic University · University of Oxford +3

  15. Temporal-Aware Reasoning Optimization for Video Temporal Grounding

    Jun 8, 2026Minghang Zheng, Zihao Yin, Yi Yang +2Temporal Video GroundingTemporal Reasoning

    Wangxuan Institute of Computer Technology, Peking University · Central Media Technology Institute, Huawei Technologies Ltd. · State Key Laboratory of General Artificial Intelligence, Peking University.

  16. Can I Take Another Dose? Evaluating LLM Decision-Making Under Temporal Uncertainty in OTC Dosing QA

    Jun 2, 2026Maroof Kousar, Yibo HuTemporal ReasoningMedical QA

    Illinois Institute of Technology Chicago, IL, USA

  17. Momento: Evaluating Persistent Memory and Reasoning with Multi-Session Agentic Conversations

    May 30, 2026Adril Putra Merin, David Anugraha, Ayu Purwarianti +1Agent MemoryTemporal Reasoning

    Institut Teknologi Bandung · Stanford University · Capital One

  18. Meta-Programming for Linear-time Temporal Answer Set Programming

    May 28, 2026Susana Hahn, Amadé Nemes, Javier Romero +1Temporal ReasoningAnswer Set Programming

    University of Potsdam, Germany · Potassco Solutions, Germany

  19. When and How Long? The Readout-Mediator Angle in Temporal Reasoning

    May 27, 2026Shreyas Fadnavis, Praitayini Kanakaraj, Felix WyssTemporal Reasoning in Language ModelsTemporal Reasoning

    Bioscope AI

  20. Temporal Reasoning Is Not the Bottleneck: A Probabilistic Inconsistency Framework for Neuro-Symbolic QA

    May 5, 2026Tran Quang LiemTemporal ReasoningQuestion Answering

    Mathematics · VNUHCM - HIGH SCHOOL FOR THE GIFTED · Ho Chi Minh City, Vietnam

  21. Efficient Temporal Datalog Materialisation for Composite Event Recognition

    May 4, 2026Periklis MantenoglouLogical ReasoningTemporal Reasoning

    Örebro University, Sweden

  22. CAN-QA: A Question-Answering Benchmark for Reasoning over In-Vehicle CAN Traffic

    Apr 27, 2026Jing Chen, Abhijay Deevi, Onat Gungor +1Temporal ReasoningNetwork Intrusion Detection

    Department of Computer Science and Engineering University of California, San Diego (UCSD)

  23. Logic of Fuzzy Paths

    Apr 27, 2026Kush Grover, Pratham Gupta, Jan KřetínskýTemporal ReasoningSignal Temporal Logic

    Fondazione Bruno Kessler · Indian Institute of Science · Masaryk University

  24. AdapTime: Enabling Adaptive Temporal Reasoning in Large Language Models

    Apr 27, 2026Yimin Deng, Yejing Wang, Zhenxi Lin +8Temporal ReasoningTemporal QA

    Xi’an Jiaotong University · City University of Hong Kong · Tencent Jarvis Lab +1

  25. Towards Temporal Compositional Reasoning in Long-Form Sports Videos

    Apr 24, 2026Siyu Cao, Lu Zhang, Ruizhe Zeng +1Temporal Video GroundingTemporal Reasoning

    MAIS, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China · School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China · Nanjing Artificial Intelligence Research of IA, Nanjing, 211100, China

  26. Inferring High-Level Events from Timestamped Data: Complexity and Medical Applications

    Apr 23, 2026Yvon K. Awuklu, Meghyn Bienvenu, Katsumi Inoue +2Logic ProgrammingHealthcare

    1Univ. Bordeaux, CNRS, Bordeaux INP, LaBRI, UMR 5800, F-33400, Talence, France · 2CHU de Bordeaux, Service d’Information M´edicale, F-33000, Bordeaux, France · 3Univ. Bordeaux, INSERM, BPH, U1219, F-33000, Bordeaux, France +1

  27. StructMem: Structured Memory for Long-Horizon Behavior in LLMs

    Apr 23, 2026Buqiang Xu, Yijun Chen, Jizhan Fang +5Multi-Hop QATemporal Reasoning

    Zhejiang University · Zhejiang University - Ant Group Joint Laboratory of Knowledge Graph · Ant Group

  28. Unified Learning of Temporal Task Structure and Action Timing for Bimanual Robot Manipulation

    Mar 6, 2026Christian Dreher, Patrick Dormanns, Andre Meixner +1Bimanual Robotic ManipulationTemporal Reasoning

    Institute for Anthropomatics and Robotics, Karlsruhe Institute of Technology, Karlsruhe, Germany

  29. Implementing Metric Temporal Answer Set Programming

    Jan 28, 2026Arvid Becker, Pedro Cabalar, Martin Diéguez +3Temporal ReasoningAnswer Set Programming

    University of Potsdam, Germany · University of Corunna, Spain · University of Angers, France +1

  30. Measuring Iterative Temporal Reasoning with Time Puzzles

    Jan 12, 2026Zhengxiang Wang, Zeyu DongLLM EvaluationTemporal Reasoning in Language Models

    Department of Applied Math and Statistics Stony Brook University

  31. Hierarchical Relation-augmented Representation Generalization for Few-shot Action Recognition

    Apr 14, 2025Hongyu Qu, Ling Xing, Jiachao Zhang +3Temporal ReasoningHierarchical Representation Learning

    School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China · Artificial Intelligence Industrial Technology Research Institute, Nanjing Institute of Technology, Nanjing 211167, China

  32. Goal-Driven Reasoning in DatalogMTL with Magic Sets

    Dec 10, 2024Shaoyu Wang, Kaiyue Zhao, Dongliang Wei +4Logic ProgrammingLogical Reasoning

    School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, China · Department of Computer Science, University of Oxford, UK · School of Electronic Engineering and Computer Science, Queen Mary University of London, UK