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arXivMultimodal reasoning

CANOPY: Adaptive-Granularity Evidence Compression for Multimodal RAG

CANOPY adaptively compresses multimodal evidence via hierarchical region scoring and targeted retrieval, improving QA accuracy while reducing input tokens by up to 27.7%.

Hyojeong Yun, Jueun Kim, Wook-Shin Han

Published Oct 1, 2026 · 0 citations · ▲ 16 on Hugging Face

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arXivMultimodal reasoning

AURAL: Adaptive Latent Reasoning with Joint Chunk for Speech Language Models

AURAL uses adaptive latent reasoning with joint chunk prediction to match chain-of-thought performance while cutting first-token latency 11.8x versus explicit reasoning.

Yuxiang Wang, Kunyu Feng, Yuancheng Wang, Zihang Liu and 11 more

Published Oct 1, 2026 · 0 citations

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arXivNanyang TechnologicalKorea Advanced Institute of SciePekingFairleigh DickinsonU CataniaMultimodal reasoning

EgoTools: Towards Tool-Centric Reasoning in Real-World Egocentric Videos

EgoTools introduces a dataset and benchmark for egocentric tool-use reasoning, showing current models struggle with visual grounding while training improves performance.

Shulin Tian, Junsu Kim, Shuai Liu, Hao Li and 16 more

Published Sep 30, 2026 · 0 citations · ▲ 67 on Hugging Face · Code ★ 9

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arXivMultimodal reasoning

OmniReasoning: Pushing the Limits of Audio-Visual Joint Reasoning

OmniReasoning introduces a benchmark, data engine, and self-distillation method to improve audio-visual joint reasoning, boosting Qwen3-Omni-30B-A3B-Thinking by up to 12.8 points.

Junming Lin, Yuxuan Wang, Zhenxin Lei, Yuxin Liu and 10 more

Published Sep 30, 2026 · 0 citations · ▲ 17 on Hugging Face · Code ★ 1

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78%Highly rated
NeurIPS 2026Multimodal reasoning

Imagine3D-LLM: Teaching MLLMs to Imagine 3D Scenes Before Answering

Imagine3D-LLM learns compact scene representations via learnable summary tokens decoded into 3D Gaussian splatting with photometric loss, improving multi-view spatial reasoning benchmarks.

Jaewoo Jung, Hyeonseo Yu, Honggyu An, Jisang Han and 9 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published Sep 29, 2026 · ▲ 72 on Hugging Face · Code ★ 37

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arXivU California San DiegoCarnegie MellonMultimodal reasoning

WM-VLM: Probing Internal World Models for Interleaved Visual-Textual Reasoning

WM-VLM adds a world-model branch to vision-language models to generate intermediate visual states for spatial reasoning, outperforming baselines by up to 39.25 points on mental rotation tasks.

Yuheng Zha, Yilei Wang, Qiyue Gao, Junrong Chen and 4 more

Published Sep 28, 2026 · 0 citations · ▲ 11 on Hugging Face · Code ★ 1

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arXivMultimodal reasoning

Rethinking Latent Visual Reasoning: Grounding Latent Reasoning in Visual Evidence

ReaLVR fixes latent reasoning's weak visual grounding by supervising latent tokens with visual evidence, improving reasoning across scales up to 235B.

Xi Xiao, Tianchen Zhao, Youngeun Kim, Zhuowei Li and 9 more

Published Sep 28, 2026 · 0 citations · ▲ 217 on Hugging Face · Code ★ 40

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arXivPekingNanyang TechnologicalTsinghuaU Wisconsin–MadisonPrincetonMultimodal reasoning

BabyVision: Visual Reasoning Beyond Language

BabyVision benchmarks core visual reasoning without language and finds top MLLMs score far below human children.

Liang Chen, Weichu Xie, Yiyan Liang, Hongfeng He and 26 more

Published Jan 10, 2026 · 1 citation · ▲ 201 on Hugging Face · Code ★ 257

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ACM SIGMultimedia Records 2026Indian Institute of Technology PMultimodal reasoning

ACM SIGMM Multimodal Reasoning Workshop

The ACM SIGMM Multimodal Reasoning Workshop at IIT Patna gathered 108 participants to discuss multimodal reasoning, generative intelligence, and trustworthy AI through talks, tutorials, and hands-on sessions.

Sriparna Saha

Published 2026 · 0 citations

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arXivMultimodal reasoning

Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm

Video generation enables unified multimodal reasoning via Sora-2, which matches vision-language models and exceeds GPT-5 on spatial tasks while scoring 92% on MATH.

Jingqi Tong, Yurong Mou, Hangcheng Li, Mingzhe Li and 10 more

Published Nov 6, 2025 · 0 citations · ▲ 242 on Hugging Face · Code ★ 319

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NeurIPS 2026Korea Advanced Institute of ScieKAISTKyung HeeKorea Advanced Institute of ScieMultimodal reasoning

CollabVR: Collaborative Video Reasoning with Vision-Language and Video Generation Models

CollabVR pairs vision-language models with video generation models in closed-loop step-level planning and verification, reducing drift and simulation errors for major video reasoning gains.

Joowon Kim, Seungho Shin, Joonhyung Park, Eunho Yang

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 71 on Hugging Face · Code ★ 10

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NeurIPS 2026ShenzhenTencent Youtu LabTencentWeChat Pay Lab33Great BayMultimodal reasoning

Single-Pass Evidence Measurement for Interpretable and Uncertainty-Aware Multimodal Face Anti-Spoofing

Yingjie Ma, Haonan Wang, Xun Lin, Ruixin Zhang and 7 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Harbin Institute of TechnologyHuaweiMultimodal reasoning

Learning to Learn from Multimodal Experience

Xingyu Sui, Weixiang Zhao, Yongxin Tang, Yanyan Zhao and 3 more

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026U Illinois at Urbana-ChampaignPediaMed AIU Illinois, Urbana ChampaignU California, BerkeleyGeorgia TechMultimodal reasoning

GRASP: Learning to Ground Social Reasoning in Multi-Person Non-Verbal Interactions

Junho Kim, Xu Cao, Houze Yang, Bikram Boote and 5 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026TongjiMicrosoft ResearchMultimodal reasoning

CMI-Trans: Cross Modal Inconsistency-aware Transport for HSI-LiDAR Classification

Yanli Li, Xuan Tan, Ding Qi, XINYANG JIANG

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Vrije Universiteit AmsterdamTNO - Intelligent ImagingMultimodal reasoning

EDMA: Entropy-Driven Multimodal Answering

Emanuele Mezzi, Gertjan Burghouts, Fabio Massacci, Mengyuan Zhang

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026HunanU Science and Technology of ChinChief Scientist @ Squirrel AIMultimodal reasoning

AeroMosaic:Transport-Aware Multimodal Evidence Fusion for Atmospheric Pollution Risk Inference

Muyang Zheng, Jiaming Ma, Zongyu Zhang, Qingsong Wen

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026RiceArizona StateU North Carolina at Chapel HillDepartment of Computer Science, Shanghai Artificial IntelligenceMultimodal reasoning

Do More Modalities Always Help? A Geometric Perspective on Missing-Modality Robustness

Songyuan Sui, Zhen Tan, Mohan Zhang, Rana M Khan and 2 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026SoonchunhyangMultimodal reasoning

Intervene3D: Intervention-Based Controlled Inference for Multimodal Perception under Partial Observability

Constantino Msigwa, Denis Bernard, Jaeseok Yun

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Southeastai2Multimodal reasoning

Can Linguistic Reasoning Vectors Enhance Multimodal Reasoning Ability?

Ziyi Wang, Li Li, Aolin Zhou, Yankun Shen and 3 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026TencentBeijing JiaotongMultimodal reasoning

GeLVR: Geometry-Consistent Latent Visual Reasoning in Multimodal LLMs

Jiaqi Wang, Yi Feng, Xian Wu

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026LIGHTSPEED STUDIOSTencent LightSpeedCity University of Hong KongMultimodal reasoning

IntentLens: Grounding Underspecified Multimodal Queries for Recommendation via Tool-Augmented Reasoning

xiao chen, Dong Fang, Haitao Li, Qing Li

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026ShanghaiTechSouth China NormalMultimodal reasoning

AVID: A 5T fMRI Dataset for Benchmarking Auditory-induced Visual Mental Imagery Decoding

Shiqi Shen, Shurui Li, Yuanning Li, Xilin Zhang

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U StrathclydeMultimodal reasoning

On Length Bias in EEG-to-Text Decoding

Iakovos Tenedios, Yashar Moshfeghi

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026National University of SingaporeMultimodal reasoning

TIGER: Bridging the Multimodal Reasoning-Access Gap via Modality Counterfactuals

Gregory Kang Ruey Lau, Huynh Minh Nguyen, Bryan Kian Hsiang Low

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026PekingBytedanceByteDance Inc.Multimodal reasoning

MIRA: Reinforcing Multimodal Reasoning via Deceptive Contextual Augmentation

Zhihan Yin, Jianxin Liang, Yifeng Yao, Nonghai Zhang and 4 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026OralNanyang TechnologicalU Science and Technology of ChinUSTCMicrosoft ResearchNTUMultimodal reasoning

Thinking with Images as Continuous Policy: Numerical Visual Chain-of-Thought

Kesen Zhao, Beier Zhu, Junbao Zhou, Xingyu Zhu and 2 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Institute of Computing TechnologMeta Platforms, IncAlibaba GroupIndependent ResearcherMicro-IntelligenceMultimodal reasoning

What if Agents Could Imagine? Reinforcing Open-Vocabulary HOI Comprehension through Generation

Zhenlong Yuan, Yue Wang, Jing Tang, Rui Chen and 8 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026The Hong Kong University of ScieHong Kong University of Science Lappeenranta-Lahti University ofShandongThe Chinese University of Hong KMultimodal reasoning

Diving-R1: Empowering Multimodal LLMs with Traceable Progressive Reasoning for Interpretable Diving Action Quality Assessment

Kaishen Yuan, Yuting Zhang, Bohao Xing, Wenshuo Chen and 4 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Graph originXiamenInstitute of automation, ChineseMultimodal reasoning

Forgery Evidence Peaks Mid-Stack: Forensic Evidence Relay for Multimodal Forgery Detection

Yingxin Lai, xinyuan Wang, Yufei Liu, Jialin Guo and 3 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026CMU, Carnegie MellonCarnegie MellonAmazonAdobeGoogle DeepMindMultimodal reasoning

ANCHOR: Audio-Visually Grounded Chain-of-Thought Reasoning Benchmark

Joel Julin, Souraja Kundu, Liza Dahiya, George Z Wei and 5 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026TsinghuaVirginia Polytechnic Institute aMultimodal reasoning

Verifier Choice is a Benchmark Design Variable: Auditing Structural Counting Evaluation in Text-to-Image Models

Shurun Li, Michael H Wang, Haibo Zeng, Long Wang

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026North Carolina StateMetaU North TexasU WyomingMultimodal reasoning

TopoGraphRAG-Bench: Evaluating Multimodal GraphRAG on Layout-Grounded Evidence Reasoning

Ruochi Li, peter lin, Haoxuan Zhang, Haihua Chen and 3 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026U QueenslandPohang University of Science andThe University of QueenslandChung-AngMultimodal reasoning

SeoulMMOD: A Large-Scale Multimodal Origin-Destination Flow Benchmark

Taeyoung Yu, Seonbin Jo, Jiwon Kim, Junyoung Byun

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026ETH Zurich / HHMIInsititute of Neuroinformatics, Swiss Data Science CenterInsititute of Neuroinformatics, ETH ZurichMultimodal reasoning

Who Called? V33DA: A Physically Verified Multimodal Benchmark for Vocal Attribution in Zebra Finch Groups

Maris Basha, Yuhang Wang, Xiaoran Chen, Longbiao Cheng and 4 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Imperial College LondonU WarwickMultimodal reasoning

Look Before You Reason: Implicit Visual Thinking for Efficient Multimodal Reasoning

Zerui Chen, Changrui Chen, Fei Ni, Jiankang Deng

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026South China NormalMultimodal reasoning

MUST: Stage-Adaptive Stability Control for Test-Time Scaling in Multimodal Reasoning

YunFeng Deng

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Department of Computer Science aThe Hong Kong University of ScieHong Kong University of Science The Hong Kong Univeristy of ScieMultimodal reasoning

Visual Reinforcement Fine-Tuning via Bootstrapped Medical Reasoning

Yequan Bie, Peng Xie, Zhixuan CHEN, Yihui Wang and 7 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Xi’an Jiao TongXi'an JiaotongMultimodal reasoning

Prior Text-Informed Gate Attention Framework for Multimodal Psychiatric Disorder Diagnosis

Wensheng Zhai, Kaizhong Zheng, Difei Mei, Badong Chen and 1 more

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Shanghai JiaotongShanghai Jiao TongThe Chinese University of Hong KShenzhen Institutes of Advanced Shanghai Artificial IntelligenceMultimodal reasoning

Are Text-to-Image Models Inductivist Turkeys? A Counterfactual Benchmark for Causal Reasoning

jiayi lei, Yuandong Pu, Xingyu Han, Rongpeng Zhu and 7 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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