STaR-Attack: A Spatio-Temporal and Narrative Reasoning Attack Framework for Unified Multimodal Understanding and Generation Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Guo, Shaoxiong, Du, Tianyi, Li, Lijun, Wu, Yuyao, Li, Jie, Shao, Jing
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

V-STaR: Benchmarking Video-LLMs on Video Spatio-Temporal Reasoning
by: Cheng, Zixu, et al.
Published: (2025)

STaR: Sensitive Trajectory Regulation for Unlearning in Large Reasoning Models
by: Zhou, Jingjing, et al.
Published: (2026)

Kwai-STaR: Transform LLMs into State-Transition Reasoners
by: Lu, Xingyu, et al.
Published: (2024)

V-STaR: Training Verifiers for Self-Taught Reasoners
by: Hosseini, Arian, et al.
Published: (2024)

STaR-SQL: Self-Taught Reasoner for Text-to-SQL
by: He, Mingqian, et al.
Published: (2025)

RL-STaR: Theoretical Analysis of Reinforcement Learning Frameworks for Self-Taught Reasoner
by: Chang, Fu-Chieh, et al.
Published: (2024)

STaR-KV: Spatio-Temporal Adaptive Re-weighting for KV Cache Compression in GUI Vision-Language Models
by: Han, Yuhang, et al.
Published: (2026)

STaR: Scalable Task-Conditioned Retrieval for Long-Horizon Multimodal Robot Memory
by: Yuan, Mingfeng, et al.
Published: (2026)

Lean-STaR: Learning to Interleave Thinking and Proving
by: Lin, Haohan, et al.
Published: (2024)

B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners
by: Zeng, Weihao, et al.
Published: (2024)

Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking
by: Zelikman, Eric, et al.
Published: (2024)

STaR: Distilling Speech Temporal Relation for Lightweight Speech Self-Supervised Learning Models
by: Jang, Kangwook, et al.
Published: (2023)

STaR: Seamless Spatial-Temporal Aware Motion Retargeting with Penetration and Consistency Constraints
by: Yang, Xiaohang, et al.
Published: (2025)

STaR-GATE: Teaching Language Models to Ask Clarifying Questions
by: Andukuri, Chinmaya, et al.
Published: (2024)

Fast Quiet-STaR: Thinking Without Thought Tokens
by: Huang, Wei, et al.
Published: (2025)

STaR: Towards Effective and Stable Table Reasoning via Slow-Thinking Large Language Models
by: Zhang, Huajian, et al.
Published: (2025)

HS-STaR: Hierarchical Sampling for Self-Taught Reasoners via Difficulty Estimation and Budget Reallocation
by: Xiong, Feng, et al.
Published: (2025)

STaR-DRO: Stateful Tsallis Reweighting for Group-Robust Structured Prediction
by: Fodeh, Samah, et al.
Published: (2026)

STaR-Bets: Sequential Target-Recalculating Bets for Tighter Confidence Intervals
by: Voráček, Václav, et al.
Published: (2025)

Video-STaR: Self-Training Enables Video Instruction Tuning with Any Supervision
by: Zohar, Orr, et al.
Published: (2024)

Contextual Image Attack: How Visual Context Exposes Multimodal Safety Vulnerabilities
by: Xiong, Yuan, et al.
Published: (2025)

Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs
by: Gandhi, Kanishk, et al.
Published: (2025)

Active Galactic Nuclei and STaR fOrmation in Nearby Galaxies (AGNSTRONG). I. Sample and Strategy
by: Le, Huynh Anh N., et al.
Published: (2024)

Model Privacy: A Unified Framework for Understanding Model Stealing Attacks and Defenses
by: Wang, Ganghua, et al.
Published: (2025)

Visual Contextual Attack: Jailbreaking MLLMs with Image-Driven Context Injection
by: Miao, Ziqi, et al.
Published: (2025)

Response Attack: Exploiting Contextual Priming to Jailbreak Large Language Models
by: Miao, Ziqi, et al.
Published: (2025)

FinSTaR: Towards Financial Reasoning with Time Series Reasoning Models
by: Lee, Seunghan, et al.
Published: (2026)

Towards Unified Robustness Against Both Backdoor and Adversarial Attacks
by: Niu, Zhenxing, et al.
Published: (2024)

Collaborative Shadows: Distributed Backdoor Attacks in LLM-Based Multi-Agent Systems
by: Zhu, Pengyu, et al.
Published: (2025)

GGBench: A Geometric Generative Reasoning Benchmark for Unified Multimodal Models
by: Wei, Jingxuan, et al.
Published: (2025)

PsySafe: A Comprehensive Framework for Psychological-based Attack, Defense, and Evaluation of Multi-agent System Safety
by: Zhang, Zaibin, et al.
Published: (2024)

Active Galactic Nuclei and STaR fOrmation in Nearby Galaxies (AGNSTRONG). II: Results for Jetted Type-I AGNs with Strong Ionized Gas Outflows
by: Qin, Chen, et al.
Published: (2026)

UniShield: Unified Face Attack Detection via KG-Informed Multimodal Reasoning
by: Li, Hongrui, et al.
Published: (2026)

Genesis: Multimodal Driving Scene Generation with Spatio-Temporal and Cross-Modal Consistency
by: Guo, Xiangyu, et al.
Published: (2025)

AllSpark: A Multimodal Spatio-Temporal General Intelligence Model with Ten Modalities via Language as a Reference Framework
by: Shao, Run, et al.
Published: (2023)

SVASTIN: Sparse Video Adversarial Attack via Spatio-Temporal Invertible Neural Networks
by: Pan, Yi, et al.
Published: (2024)

UniTS: Unified Spatio-Temporal Generative Model for Remote Sensing
by: Zhang, Yuxiang, et al.
Published: (2025)

Agentic Spatio-Temporal Grounding via Collaborative Reasoning
by: Zhao, Heng, et al.
Published: (2026)

GSTM-HMU: Generative Spatio-Temporal Modeling for Human Mobility Understanding
by: Luo, Wenying, et al.
Published: (2025)

UniModel: A Visual-Only Framework for Unified Multimodal Understanding and Generation
by: Zhang, Chi, et al.
Published: (2025)