Cover Image

MuPHI: Learning Implicit Multimodal Harm Reasoning via Semantically Grounded Reward Optimization

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Saha, Anisha, Suresh, Varsha, Kamova, Teodora, Wiedmann, Sophia, Hospedales, Timothy, Demberg, Vera
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence Computation and Language Machine Learning Multimedia
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

MUStReason: A Benchmark for Diagnosing Pragmatic Reasoning in Video-LMs for Multimodal Sarcasm Detection
by: Saha, Anisha, et al.
Published: (2025)

Evolutionary Multimodal Reasoning via Hierarchical Semantic Representation for Intent Recognition
by: Zhou, Qianrui, et al.
Published: (2026)

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs
by: Cui, Shiyao, et al.
Published: (2025)

System-Mediated Attention Imbalances Make Vision-Language Models Say Yes
by: Chan, Tsan Tsai, et al.
Published: (2026)

ASAP: Advancing Semantic Alignment Promotes Multi-Modal Manipulation Detecting and Grounding
by: Zhang, Zhenxing, et al.
Published: (2024)

MuMu-LLaMA: Multi-modal Music Understanding and Generation via Large Language Models
by: Liu, Shansong, et al.
Published: (2024)

MMC: Iterative Refinement of VLM Reasoning via MCTS-based Multimodal Critique
by: Liu, Shuhang, et al.
Published: (2025)

Mitigating Multimodal Inconsistency via Cognitive Dual-Pathway Reasoning for Intent Recognition
by: Wang, Yifan, et al.
Published: (2026)

SEER: Semantic Enhancement and Emotional Reasoning Network for Multimodal Fake News Detection
by: Zhu, Peican, et al.
Published: (2025)

Dark Side of Modalities: Reinforced Multimodal Distillation for Multimodal Knowledge Graph Reasoning
by: Zhao, Yu, et al.
Published: (2025)

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles
by: Wang, Zihan, et al.
Published: (2024)

Listen, Pause, and Reason: Toward Perception-Grounded Hybrid Reasoning for Audio Understanding
by: Wang, Jieyi, et al.
Published: (2026)

Multimodal Semantic Communication for Generative Audio-Driven Video Conferencing
by: Tong, Haonan, et al.
Published: (2024)

LLM-Guided Semantic Relational Reasoning for Multimodal Intent Recognition
by: Zhou, Qianrui, et al.
Published: (2025)

Recognizing Everything from All Modalities at Once: Grounded Multimodal Universal Information Extraction
by: Zhang, Meishan, et al.
Published: (2024)

SCI-Reason: A Dataset with Chain-of-Thought Rationales for Complex Multimodal Reasoning in Academic Areas
by: Ma, Chenghao, et al.
Published: (2025)

MuDoC: An Interactive Multimodal Document-grounded Conversational AI System
by: Taneja, Karan, et al.
Published: (2025)

MM-InstructEval: Zero-Shot Evaluation of (Multimodal) Large Language Models on Multimodal Reasoning Tasks
by: Yang, Xiaocui, et al.
Published: (2024)

MORE-R1: Guiding LVLM for Multimodal Object-Entity Relation Extraction via Stepwise Reasoning with Reinforcement Learning
by: Yuan, Xiang, et al.
Published: (2026)

UniPath: Adaptive Coordination of Understanding and Generation for Unified Multimodal Reasoning
by: Bai, Hayes, et al.
Published: (2026)

Deconfounded Reasoning for Multimodal Fake News Detection via Causal Intervention
by: Liu, Moyang, et al.
Published: (2025)

When Harmful Content Gets Camouflaged: Unveiling Perception Failure of LVLMs with CamHarmTI
by: Li, Yanhui, et al.
Published: (2025)

WildFusion: Multimodal Implicit 3D Reconstructions in the Wild
by: Liu, Yanbaihui, et al.
Published: (2024)

ProMSC-MIS: Prompt-based Multimodal Semantic Communication for Multi-Spectral Image Segmentation
by: Zhang, Haoshuo, et al.
Published: (2025)

DiffCL: A Diffusion-Based Contrastive Learning Framework with Semantic Alignment for Multimodal Recommendations
by: Song, Qiya, et al.
Published: (2025)

Angle-Optimized Partial Disentanglement for Multimodal Emotion Recognition in Conversation
by: Che, Xinyi, et al.
Published: (2025)

Robust Symbolic Reasoning for Visual Narratives via Hierarchical and Semantically Normalized Knowledge Graphs
by: Chen, Yi-Chun
Published: (2025)

Distilling Implicit Multimodal Knowledge into Large Language Models for Zero-Resource Dialogue Generation
by: Zhang, Bo, et al.
Published: (2024)

MInD: Improving Multimodal Sentiment Analysis via Multimodal Information Disentanglement
by: Dai, Weichen, et al.
Published: (2024)

PRM-BAS: Enhancing Multimodal Reasoning through PRM-guided Beam Annealing Search
by: Hu, Pengfei, et al.
Published: (2025)

SVLA: A Unified Speech-Vision-Language Assistant with Multimodal Reasoning and Speech Generation
by: Huynh, Ngoc Dung, et al.
Published: (2025)

Harmfully Manipulated Images Matter in Multimodal Misinformation Detection
by: Wang, Bing, et al.
Published: (2024)

SyMuPe: Affective and Controllable Symbolic Music Performance
by: Borovik, Ilya, et al.
Published: (2025)

Differential Multimodal Transformers
by: Li, Jerry, et al.
Published: (2025)

MuVi: Video-to-Music Generation with Semantic Alignment and Rhythmic Synchronization
by: Li, Ruiqi, et al.
Published: (2024)

RW-Post: Auditable Evidence-Grounded Multimodal Fact-Checking in the Wild
by: Xu, Danni, et al.
Published: (2026)

LungCURE: Benchmarking Multimodal Real-World Clinical Reasoning for Precision Lung Cancer Diagnosis and Treatment
by: Hao, Fangyu, et al.
Published: (2026)

Multimodal Sentiment Analysis Based on Causal Reasoning
by: Chen, Fuhai, et al.
Published: (2024)

Training Data Efficiency in Multimodal Process Reward Models
by: Li, Jinyuan, et al.
Published: (2026)

Multimodal Digital Sensing of Early-Life Laying Hens: A Pilot Study Integrating Thermal, Acoustic, Optical-Flow and Environmental Data
by: Dhaliwal, Yashan, et al.
Published: (2026)