2025 "multi-modal reasoning" Papers

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Are VLMs Ready for Autonomous Driving? An Empirical Study from the Reliability, Data and Metric Perspectives

Shaoyuan Xie, Lingdong Kong, Yuhao Dong et al.

ICCV 2025posterarXiv:2501.04003

AVTrustBench: Assessing and Enhancing Reliability and Robustness in Audio-Visual LLMs

Sanjoy Chowdhury, Sayan Nag, Subhrajyoti Dasgupta et al.

ICCV 2025posterarXiv:2501.02135

DanmakuTPPBench: A Multi-modal Benchmark for Temporal Point Process Modeling and Understanding

Yue Jiang, Jichu Li, Yang Liu et al.

NEURIPS 2025oralarXiv:2505.18411

EvolvedGRPO: Unlocking Reasoning in LVLMs via Progressive Instruction Evolution

Zhebei Shen, Qifan Yu, Juncheng Li et al.

NEURIPS 2025poster

InstructHOI: Context-Aware Instruction for Multi-Modal Reasoning in Human-Object Interaction Detection

Jinguo Luo, Weihong Ren, Quanlong Zheng et al.

NEURIPS 2025spotlight

Octopus: Alleviating Hallucination via Dynamic Contrastive Decoding

Wei Suo, Lijun Zhang, Mengyang Sun et al.

CVPR 2025highlightarXiv:2503.00361

Visual-O1: Understanding Ambiguous Instructions via Multi-modal Multi-turn Chain-of-thoughts Reasoning

Minheng Ni, YuTao Fan, Lei Zhang et al.

ICLR 2025posterarXiv:2410.03321