Copertina

Beyond Task-Specific Reasoning: A Unified Conditional Generative Framework for Abstract Visual Reasoning

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Shi, Fan, Li, Bin, Xue, Xiangyang
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Computer Vision and Pattern Recognition Artificial Intelligence
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Beyond Perception: Evaluating Abstract Visual Reasoning through Multi-Stage Task
di: Jiang, Yanbei, et al.
Pubblicazione: (2025)

A Unified View of Abstract Visual Reasoning Problems
di: Małkiński, Mikołaj, et al.
Pubblicazione: (2024)

Advancing Generalization Across a Variety of Abstract Visual Reasoning Tasks
di: Małkiński, Mikołaj, et al.
Pubblicazione: (2025)

Beyond Captioning: Task-Specific Prompting for Improved VLM Performance in Mathematical Reasoning
di: Singh, Ayush, et al.
Pubblicazione: (2024)

Beyond Visual Memory: Mechanistic Diagnostics of Latent Visual Reasoning
di: Guo, Garvin, et al.
Pubblicazione: (2026)

Monet: Reasoning in Latent Visual Space Beyond Images and Language
di: Wang, Qixun, et al.
Pubblicazione: (2025)

COGITAO: A Visual Reasoning Framework To Study Compositionality & Generalization
di: Taoudi-Benchekroun, Yassine, et al.
Pubblicazione: (2025)

A Stepwise Distillation Learning Strategy for Non-differentiable Visual Programming Frameworks on Visual Reasoning Tasks
di: Wan, Wentao, et al.
Pubblicazione: (2023)

On Data Synthesis and Post-training for Visual Abstract Reasoning
di: Zhu, Ke, et al.
Pubblicazione: (2025)

UniReason 1.0: A Unified Reasoning Framework for World Knowledge Aligned Image Generation and Editing
di: Wang, Dianyi, et al.
Pubblicazione: (2026)

Symbolic Grounding Reveals Representational Bottlenecks in Abstract Visual Reasoning
di: Vaishnav, Mohit, et al.
Pubblicazione: (2026)

StemBind: When MLLMs Get Lost Between Rules and Instances in Abstract Visual Reasoning
di: He, Xixiang, et al.
Pubblicazione: (2026)

Beyond Pixels: Visual Metaphor Transfer via Schema-Driven Agentic Reasoning
di: Xu, Yu, et al.
Pubblicazione: (2026)

Mixture-of-Visual-Thoughts: Exploring Context-Adaptive Reasoning Mode Selection for General Visual Reasoning
di: Li, Zejun, et al.
Pubblicazione: (2025)

Multi-Label Contrastive Learning for Abstract Visual Reasoning
di: Małkiński, Mikołaj, et al.
Pubblicazione: (2020)

Learning Differentiable Logic Programs for Abstract Visual Reasoning
di: Shindo, Hikaru, et al.
Pubblicazione: (2023)

Latent Action Control for Reasoning-Guided Unified Image Generation
di: Zhai, Fuxiang, et al.
Pubblicazione: (2026)

Orion: A Unified Visual Agent for Multimodal Perception, Advanced Visual Reasoning and Execution
di: Reddy, N Dinesh, et al.
Pubblicazione: (2025)

Beyond Static Visual Tokens: Structured Sequential Visual Chain-of-Thought Reasoning
di: Guo, Guangfu, et al.
Pubblicazione: (2026)

Unified Thinker: A General Reasoning Modular Core for Image Generation
di: Zhou, Sashuai, et al.
Pubblicazione: (2026)

GoViG: Goal-Conditioned Visual Navigation Instruction Generation via Multimodal Reasoning
di: Wu, Fengyi, et al.
Pubblicazione: (2025)

Beyond Words and Pixels: A Benchmark for Implicit World Knowledge Reasoning in Generative Models
di: Han, Tianyang, et al.
Pubblicazione: (2025)

LENS: Learning to Segment Anything with Unified Reinforced Reasoning
di: Zhu, Lianghui, et al.
Pubblicazione: (2025)

Learning Visual Abstract Reasoning through Dual-Stream Networks
di: Zhao, Kai, et al.
Pubblicazione: (2024)

Enhancing Advanced Visual Reasoning Ability of Large Language Models
di: Li, Zhiyuan, et al.
Pubblicazione: (2024)

Reasoning Path and Latent State Analysis for Multi-view Visual Spatial Reasoning: A Cognitive Science Perspective
di: Xue, Qiyao, et al.
Pubblicazione: (2025)

Point-It-Out: Benchmarking Embodied Reasoning for Vision Language Models in Multi-Stage Visual Grounding
di: Xue, Haotian, et al.
Pubblicazione: (2025)

Learning to Correction: Explainable Feedback Generation for Visual Commonsense Reasoning Distractor
di: Chen, Jiali, et al.
Pubblicazione: (2024)

UniPixel: Unified Object Referring and Segmentation for Pixel-Level Visual Reasoning
di: Liu, Ye, et al.
Pubblicazione: (2025)

Enhancing Vision-Language Models for Autonomous Driving through Task-Specific Prompting and Spatial Reasoning
di: Wu, Aodi, et al.
Pubblicazione: (2025)

VIKSER: Visual Knowledge-Driven Self-Reinforcing Reasoning Framework
di: Wang, Chao, et al.
Pubblicazione: (2025)

Beyond Cropping and Rotation: Automated Evolution of Powerful Task-Specific Augmentations with Generative Models
di: Goldfeder, Judah, et al.
Pubblicazione: (2026)

HumanEval-V: Benchmarking High-Level Visual Reasoning with Complex Diagrams in Coding Tasks
di: Zhang, Fengji, et al.
Pubblicazione: (2024)

Q-Ponder: A Unified Training Pipeline for Reasoning-based Visual Quality Assessment
di: Cai, Zhuoxuan, et al.
Pubblicazione: (2025)

Counting Circuits: Mechanistic Interpretability of Visual Reasoning in Large Vision-Language Models
di: Che, Liwei, et al.
Pubblicazione: (2026)

VisuRiddles: Fine-grained Perception is a Primary Bottleneck for Multimodal Large Language Models in Abstract Visual Reasoning
di: Yan, Hao, et al.
Pubblicazione: (2025)

UpstreamQA: A Modular Framework for Explicit Reasoning on Video Question Answering Tasks
di: Nguyen, Jason, et al.
Pubblicazione: (2026)

Beyond Visual Appearances: Privacy-sensitive Objects Identification via Hybrid Graph Reasoning
di: Jiang, Zhuohang, et al.
Pubblicazione: (2024)

One Self-Configurable Model to Solve Many Abstract Visual Reasoning Problems
di: Małkiński, Mikołaj, et al.
Pubblicazione: (2023)

Decoding the Pulse of Reasoning VLMs in Multi-Image Understanding Tasks
di: Li, Chenjun
Pubblicazione: (2026)