https://huggingface.co/papers/2603.19039
Paper page - TerraScope: Pixel-Grounded Visual Reasoning for Earth Observation
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visual reasoningfor earthpaperterrascopepixel
https://openreview.net/forum?id=lHmhW2zmVN
Attention over Learned Object Embeddings Enables Complex Visual Reasoning | OpenReview
A general framework of attention over learned object embeddings outperforms task-specific models on complex visual reasoning tasks thought to be too...
visual reasoningattentionlearnedobjectembeddings
https://www.easychair.org/publications/paper/83zQ
Visual Reasoning on Complex Events in Soccer Videos Using Answer Set Programming
visual reasoningcomplex events
https://deepai.org/publication/chartnet-visual-reasoning-over-statistical-charts-using-mac-networks
ChartNet: Visual Reasoning over Statistical Charts using MAC-Networks | DeepAI
Nov 21, 2019 - 11/21/19 - Despite the improvements in perception accuracies brought about via deep learning, developing systems combining accurate visual pe...
visual reasoningstatisticalchartsusingmac
https://aclanthology.org/2025.findings-acl.2/
Beyond Perception: Evaluating Abstract Visual Reasoning through Multi-Stage Task - ACL Anthology
Yanbei Jiang, Yihao Ding, Chao Lei, Jiayang Ao, Jey Han Lau, Krista A. Ehinger. Findings of the Association for Computational Linguistics: ACL 2025. 2025.
visual reasoning
https://aclanthology.org/2025.acl-long.1063/
Knowledge Image Matters: Improving Knowledge-Based Visual Reasoning with Multi-Image Large Language...
Guanghui Ye, Huan Zhao, Zhixue Zhao, Xupeng Zha, Yang Liu, Zhihua Jiang. Proceedings of the 63rd Annual Meeting of the Association for Computational...
visual reasoningknowledgeimagemattersimproving
https://openreview.net/forum?id=iLMgk2IGNyv
GAMR: A Guided Attention Model for (visual) Reasoning | OpenReview
A framework for a memory and attention based architecture demonstrating the capability of sample efficient learning and generalization capability on complex...
visual reasoninggamrguidedattentionmodel
https://arxiv.org/html/2505.13444v3
ChartMuseum: Testing Visual Reasoning Capabilities of Large Vision-Language Models
visual reasoninglarge visiontestingcapabilitieslanguage
https://huggingface.co/papers/2504.13055
Paper page - NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation
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visual reasoningpaperreinforcingdataaugmentation
https://www.nextbigfuture.com/2025/11/207535.html
Google Nano Banana Pro Visual Reasoning Model | NextBigFuture.com
Nov 30, 2025 - Nano Banana Pro (Gemini 3 Pro Image), is Google's state-of-the art image generation and editing model, available starting today in Vertex AI and Google
google nano bananavisual reasoningpromodel
https://aclanthology.org/2023.acl-long.512/
lilGym: Natural Language Visual Reasoning with Reinforcement Learning - ACL Anthology
Anne Wu, Kiante Brantley, Noriyuki Kojima, Yoav Artzi. Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long...
natural languagevisual reasoningreinforcement learningaclanthology
https://openreview.net/forum?id=19fydz1QnW
BigCharts-R1: Enhanced Chart Reasoning with Visual Reinforcement Finetuning | OpenReview
Charts are essential to data analysis, transforming raw data into clear visual representations that support human decision-making. Although current...
bigchartsr1enhancedreasoningvisual
https://wandb.ai/byyoung3/ml-news/reports/Qwen2-5-VL-32B-A-Leaner-Smarter-Multimodal-Model-for-Visual-Reasoning---VmlldzoxMTk2Nzk0NA
Qwen2.5-VL-32B: A Leaner, Smarter Multimodal Model for Visual Reasoning
qwen2 5
https://huggingface.co/papers/2506.11684
Paper page - MTabVQA: Evaluating Multi-Tabular Reasoning of Language Models in Visual Space
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https://openreview.net/forum?id=rCzfIruU5x5
Object-centric Compositional Imagination for Visual Abstract Reasoning | OpenReview
We derive a compositional imagination framework that increases systematic generalization in a toy object-centric visual abstract reasoning task.
visual abstractobjectcentriccompositionalimagination
https://openreview.net/forum?id=wZ4yPytmeK
Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language...
Although most current large multimodal models (LMMs) can already understand photos of natural scenes and portraits, their understanding of abstract images,...
abstract image
https://arxiv.org/abs/2204.12037v8
[2204.12037v8] Causal Reasoning Meets Visual Representation Learning: A Prospective Study
Abstract page for arXiv paper 2204.12037v8: Causal Reasoning Meets Visual Representation Learning: A Prospective Study
causal reasoningvisual representation2204meets
https://deepai.org/publication/audio-visual-scene-aware-dialog-and-reasoning-using-audio-visual-transformers-with-joint-student-teacher-learning
Audio-Visual Scene-Aware Dialog and Reasoning using Audio-Visual Transformers with Joint...
Oct 13, 2021 - 10/13/21 - In previous work, we have proposed the Audio-Visual Scene-Aware Dialog (AVSD) task, collected an AVSD dataset, developed AVSD tech...
audio visualsceneawaredialog
https://arxiv.org/abs/2510.18424
[2510.18424] Med-VRAgent: A Framework for Medical Visual Reasoning-Enhanced Agents
Abstract page for arXiv paper 2510.18424: Med-VRAgent: A Framework for Medical Visual Reasoning-Enhanced Agents
https://aclanthology.org/2024.findings-emnlp.889/
Towards Efficient Visual-Language Alignment of the Q-Former for Visual Reasoning Tasks - ACL...
Sungkyung Kim, Adam Lee, Junyoung Park, Andrew Chung, Jusang Oh, Jay-Yoon Lee. Findings of the Association for Computational Linguistics: EMNLP 2024. 2024.
https://openreview.net/forum?id=afoV8W3-IYp&referrer=%5BAuthor%20Console%5D(%2Fgroup%3Fid%3D%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20ICLR.cc%2F2022%2FConference%2FAuthors%23your-submissions)
RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning | OpenReview
Reasoning about visual relationships is central to how humans interpret the visual world. This task remains challenging for current deep learning algorithms...
vision transformerconceptguidedvisualrelational
https://openreview.net/forum?id=KUNzEQMWU7
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts | OpenReview
Large Language Models (LLMs) and Large Multimodal Models (LMMs) exhibit impressive problem-solving skills in many tasks and domains, but their ability in...
mathematical reasoningfoundation modelsmathvistaevaluating
https://www.dummies.com/article/body-mind-spirit/physical-health-well-being/aging/reasoning-logic-keys-visual-spatial-skills-224771/
Reasoning and Logic: Keys to Visual-Spatial Skills | dummies
visual spatialreasoninglogickeysskills
https://openreview.net/forum?id=bW1uwPV3im
LoRA: A Logical Reasoning Augmented Dataset for Visual Question Answering | OpenReview
The capacity to reason logically is a hallmark of human cognition. Humans excel at integrating multimodal information for locigal reasoning, as exemplified by...
visual question answeringlogical reasoningloraaugmented
https://www.digitimes.com/news/a20260505VL216.html?chid=10
DeepSeek pulls multimodal paper after brief release, reveals new visual reasoning approach
DeepSeek briefly released, then removed, a multimodal research paper that offers rare insight into its evolving AI strategy, drawing attention across the...
https://www.miragenews.com/advanced-ai-tackles-visual-puzzles-abstract-1333890/
Advanced AI Tackles Visual Puzzles, Abstract Reasoning | Mirage News
Artificial Intelligence has learned to master language, generate art, and even beat grandmasters at chess. But can it crack the code of abstract
advanced aivisual puzzlesabstract reasoningtacklesmirage