Cover Image

TimeLogic Challenge @ CVPR 2026: Strong MLLMs Meet Evidence-Seeking Agents for Temporal-Logic Video Question Answering

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xu, Zhaoyang, He, Xusheng, Liu, Wei, Li, Zhenyang, Wu, Jianlong
Format:	Preprint
Published:	2026
Subjects:	Multimedia
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

FineBadminton: A Multi-Level Dataset for Fine-Grained Badminton Video Understanding
by: He, Xusheng, et al.
Published: (2025)

TimeLogic: A Temporal Logic Benchmark for Video QA
by: Swetha, Sirnam, et al.
Published: (2025)

VideoZeroBench: Probing the Limits of Video MLLMs with Spatio-Temporal Evidence Verification
by: Meng, Jiahao, et al.
Published: (2026)

MEGC2026: Micro-Expression Grand Challenge on Visual Question Answering
by: Fan, Xinqi, et al.
Published: (2026)

PolySmart @ TRECVid 2024 Medical Video Question Answering
by: Wu, Jiaxin, et al.
Published: (2024)

BDIQA: A New Dataset for Video Question Answering to Explore Cognitive Reasoning through Theory of Mind
by: Mao, Yuanyuan, et al.
Published: (2024)

VideoForest: Person-Anchored Hierarchical Reasoning for Cross-Video Question Answering
by: Meng, Yiran, et al.
Published: (2025)

SRA: Semantic Relation-Aware Flowchart Question Answering
by: Li, Xinyu, et al.
Published: (2026)

Question-Answering Dense Video Events
by: Qin, Hangyu, et al.
Published: (2024)

Scene-Text Grounding for Text-Based Video Question Answering
by: Zhou, Sheng, et al.
Published: (2024)

DMC$^3$: Dual-Modal Counterfactual Contrastive Construction for Egocentric Video Question Answering
by: Zou, Jiayi, et al.
Published: (2025)

Memory-Centric Embodied Question Answering
by: Zhai, Mingliang, et al.
Published: (2025)

Understanding Temporal Logic Consistency in Video-Language Models through Cross-Modal Attention Discriminability
by: Li, Chengzhi, et al.
Published: (2025)

POVQA: Preference-Optimized Video Question Answering with Rationales for Data Efficiency
by: Dahal, Ashim, et al.
Published: (2025)

Logic Unseen: Revealing the Logical Blindspots of Vision-Language Models
by: Zhou, Yuchen, et al.
Published: (2025)

ReTaKe: Reducing Temporal and Knowledge Redundancy for Long Video Understanding
by: Wang, Xiao, et al.
Published: (2024)

MEGC2025: Micro-Expression Grand Challenge on Spot Then Recognize and Visual Question Answering
by: Fan, Xinqi, et al.
Published: (2025)

EgoTextVQA: Towards Egocentric Scene-Text Aware Video Question Answering
by: Zhou, Sheng, et al.
Published: (2025)

VidCtx: Context-aware Video Question Answering with Image Models
by: Goulas, Andreas, et al.
Published: (2024)

CinePile: A Long Video Question Answering Dataset and Benchmark
by: Rawal, Ruchit, et al.
Published: (2024)

The Interspeech 2026 Audio Reasoning Challenge: Evaluating Reasoning Process Quality for Audio Reasoning Models and Agents
by: Ma, Ziyang, et al.
Published: (2026)

Self-Adaptive Sampling for Efficient Video Question-Answering on Image--Text Models
by: Han, Wei, et al.
Published: (2023)

Can I Trust Your Answer? Visually Grounded Video Question Answering
by: Xiao, Junbin, et al.
Published: (2023)

TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning
by: Zeng, Xiangyu, et al.
Published: (2024)

Video Echoed in Music: Semantic, Temporal, and Rhythmic Alignment for Video-to-Music Generation
by: Tong, Xinyi, et al.
Published: (2025)

Integrated Semantic and Temporal Alignment for Interactive Video Retrieval
by: Luu, Thanh-Danh, et al.
Published: (2025)

The 1st Winner for 5th PVUW MeViS-Text Challenge: Strong MLLMs Meet SAM3 for Referring Video Object Segmentation
by: He, Xusheng, et al.
Published: (2026)

Enhancing Generalization in Medical Visual Question Answering Tasks via Gradient-Guided Model Perturbation
by: Liu, Gang, et al.
Published: (2024)

OpenLifelogQA: An Open-Ended Multi-Modal Lifelog Question-Answering Dataset
by: Tran, Quang-Linh, et al.
Published: (2025)

Augmenting Intra-Modal Understanding in MLLMs for Robust Multimodal Keyphrase Generation
by: Cao, Jiajun, et al.
Published: (2025)

Towards Flexible Evaluation for Generative Visual Question Answering
by: Ji, Huishan, et al.
Published: (2024)

Interpretable Multimodal Misinformation Detection with Logic Reasoning
by: Liu, Hui, et al.
Published: (2023)

Enabling Collaborative Parametric Knowledge Calibration for Retrieval-Augmented Vision Question Answering
by: Deng, Jiaqi, et al.
Published: (2025)

Self-Training Boosted Multi-Factor Matching Network for Composed Image Retrieval
by: Wen, Haokun, et al.
Published: (2023)

Where Does Vision Meet Language? Understanding and Refining Visual Fusion in MLLMs via Contrastive Attention
by: Song, Shezheng, et al.
Published: (2026)

MarkIt: Training-Free Visual Markers for Precise Video Temporal Grounding
by: Fang, Pengcheng, et al.
Published: (2026)

MuKV: Multi-Grained KV Cache Compression for Long Streaming Video Question-Answering
by: Xiao, Junbin, et al.
Published: (2026)

Unbiased Video Scene Graph Generation via Visual and Semantic Dual Debiasing
by: Li, Yanjun, et al.
Published: (2025)

VARFVV: View-Adaptive Real-Time Interactive Free-View Video Streaming with Edge Computing
by: Hu, Qiang, et al.
Published: (2025)

Adaptive Multi-Agent Reasoning for Text-to-Video Retrieval
by: Wu, Jiaxin, et al.
Published: (2025)