Cover Image

PaLMR: Towards Faithful Visual Reasoning via Multimodal Process Alignment

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Yantao, Hui, Qiang, Yan, Chenyang, Cheng, Kanzhi, Zhao, Fang, Tan, Chao, Gao, Huanling, Zhang, Jianbing, Wang, Kai, Dai, Xinyu, Lian, Shiguo
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Vision-Language Models Can Self-Improve Reasoning via Reflection
by: Cheng, Kanzhi, et al.
Published: (2024)

MediaClaw: Multimodal Intelligent-Agent Platform Technical Report
by: Zhao, Shaoan, et al.
Published: (2026)

SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents
by: Cheng, Kanzhi, et al.
Published: (2024)

Unsupervised Industrial Anomaly Detection via Pattern Generative and Contrastive Networks
by: Huang, Jianfeng, et al.
Published: (2022)

Patch-wise Auto-Encoder for Visual Anomaly Detection
by: Cui, Yajie, et al.
Published: (2023)

HiMo-CLIP: Modeling Semantic Hierarchy and Monotonicity in Vision-Language Alignment
by: Wu, Ruijia, et al.
Published: (2025)

Faithful-MR1: Faithful Multimodal Reasoning via Anchoring and Reinforcing Visual Attention
by: Tian, Changyuan, et al.
Published: (2026)

Probing Commonsense Reasoning Capability of Text-to-Image Generative Models via Non-visual Description
by: Pan, Mianzhi, et al.
Published: (2023)

A Large Vision-Language Model based Environment Perception System for Visually Impaired People
by: Chen, Zezhou, et al.
Published: (2025)

LeMiCa: Lexicographic Minimax Path Caching for Efficient Diffusion-Based Video Generation
by: Gao, Huanlin, et al.
Published: (2025)

FaithCoT-Bench: Benchmarking Instance-Level Faithfulness of Chain-of-Thought Reasoning
by: Shen, Xu, et al.
Published: (2025)

RPTS: Tree-Structured Reasoning Process Scoring for Faithful Multimodal Evaluation
by: Wang, Haofeng, et al.
Published: (2025)

A Multimodal Benchmark Dataset and Model for Crop Disease Diagnosis
by: Liu, Xiang, et al.
Published: (2025)

LMR-BENCH: Evaluating LLM Agent's Ability on Reproducing Language Modeling Research
by: Yan, Shuo, et al.
Published: (2025)

Transfer-LMR: Heavy-Tail Driving Behavior Recognition in Diverse Traffic Scenarios
by: Parikh, Chirag, et al.
Published: (2024)

Fleming-VL: Towards Universal Medical Visual Reasoning with Multimodal LLMs
by: Shu, Yan, et al.
Published: (2025)

Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No!
by: Imam, Mohamed Fazli, et al.
Published: (2025)

CapArena: Benchmarking and Analyzing Detailed Image Captioning in the LLM Era
by: Cheng, Kanzhi, et al.
Published: (2025)

Towards Faithful Multimodal Concept Bottleneck Models
by: Moreau, Pierre, et al.
Published: (2026)

The Devil is in the Few Shots: Iterative Visual Knowledge Completion for Few-shot Learning
by: Li, Yaohui, et al.
Published: (2024)

VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
by: Wang, Weiyun, et al.
Published: (2025)

Towards Faithful Reasoning in Comics for Small MLLMs
by: Feng, Chengcheng, et al.
Published: (2026)

Faithful-First Reasoning, Planning, and Acting for Multimodal LLMs
by: Li, Junxian, et al.
Published: (2025)

Data-Driven Deepfake Image Detection Method -- The 2024 Global Deepfake Image Detection Challenge
by: Zhu, Xiaoya, et al.
Published: (2025)

TP3M: Transformer-based Pseudo 3D Image Matching with Reference Image
by: Han, Liming, et al.
Published: (2024)

Cognitive Visual-Language Mapper: Advancing Multimodal Comprehension with Enhanced Visual Knowledge Alignment
by: Li, Yunxin, et al.
Published: (2024)

Faithful GRPO: Improving Visual Spatial Reasoning in Multimodal Language Models via Constrained Policy Optimization
by: Kancheti, Sai Srinivas, et al.
Published: (2026)

PROPA: Toward Process-level Optimization in Visual Reasoning via Reinforcement Learning
by: Jiang, Yanbei, et al.
Published: (2025)

KAConvNet: Kolmogorov-Arnold Convolutional Networks for Vision Recognition
by: Liu, Zhaoxiang, et al.
Published: (2026)

Piculet: Specialized Models-Guided Hallucination Decrease for MultiModal Large Language Models
by: Wang, Kohou, et al.
Published: (2024)

Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning
by: Luo, Linhao, et al.
Published: (2023)

MeanCache: From Instantaneous to Average Velocity for Accelerating Flow Matching Inference
by: Gao, Huanlin, et al.
Published: (2026)

LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic Data
by: Yang, Cehao, et al.
Published: (2025)

Towards Efficient Visual-Language Alignment of the Q-Former for Visual Reasoning Tasks
by: Kim, Sungkyung, et al.
Published: (2024)

Can MLLMs Reason About Visual Persuasion? Evaluating the Efficacy and Faithfulness of Reasoning
by: Lee, Naeun, et al.
Published: (2026)

Towards Cognitively-Faithful Decision-Making Models to Improve AI Alignment
by: Cousins, Cyrus, et al.
Published: (2025)

Fuzzy Reasoning Chain (FRC): An Innovative Reasoning Framework from Fuzziness to Clarity
by: Chen, Ping, et al.
Published: (2025)

A Survey of Multimodal Mathematical Reasoning: From Perception, Alignment to Reasoning
by: Yang, Tianyu, et al.
Published: (2026)

Algorithms for variational Monte Carlo calculations of fermion projected entangled pair states in the swap gates formulation and the detailed balance of tensor network sequential sampling
by: Wu, Yantao, et al.
Published: (2025)

Diffusion Model with Representation Alignment for Protein Inverse Folding
by: Wang, Chenglin, et al.
Published: (2024)