From Sparse Decisions to Dense Reasoning: A Multi-attribute Trajectory Paradigm for Multimodal Moderation
Fuente:
arXiv
Saved in:
| Main Authors: | Gu, Tianle, Huang, Kexin, Li, Lingyu, Luo, Ruilin, Huang, Shiyang, Wang, Zongqi, Yang, Yujiu, Teng, Yan, Wang, Yingchun |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MEOW: MEMOry Supervised LLM Unlearning Via Inverted Facts
by: Gu, Tianle, et al.
Published: (2024)
by: Gu, Tianle, et al.
Published: (2024)
Probing the Robustness of Large Language Models Safety to Latent Perturbations
by: Gu, Tianle, et al.
Published: (2025)
by: Gu, Tianle, et al.
Published: (2025)
Invisible Entropy: Towards Safe and Efficient Low-Entropy LLM Watermarking
by: Gu, Tianle, et al.
Published: (2025)
by: Gu, Tianle, et al.
Published: (2025)
MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models
by: Gu, Tianle, et al.
Published: (2024)
by: Gu, Tianle, et al.
Published: (2024)
SCAN: Structured Capability Assessment and Navigation for LLMs
by: Wang, Zongqi, et al.
Published: (2025)
by: Wang, Zongqi, et al.
Published: (2025)
S2J: Bridging the Gap Between Solving and Judging Ability in Generative Reward Models
by: Sun, Shaoning, et al.
Published: (2025)
by: Sun, Shaoning, et al.
Published: (2025)
Mechanistic Origin of Moral Indifference in Language Models
by: Li, Lingyu, et al.
Published: (2026)
by: Li, Lingyu, et al.
Published: (2026)
Argus Inspection: Do Multimodal Large Language Models Possess the Eye of Panoptes?
by: Yao, Yang, et al.
Published: (2025)
by: Yao, Yang, et al.
Published: (2025)
HoneypotNet: Backdoor Attacks Against Model Extraction
by: Wang, Yixu, et al.
Published: (2025)
by: Wang, Yixu, et al.
Published: (2025)
ESC-Eval: Evaluating Emotion Support Conversations in Large Language Models
by: Zhao, Haiquan, et al.
Published: (2024)
by: Zhao, Haiquan, et al.
Published: (2024)
LinguaSafe: A Comprehensive Multilingual Safety Benchmark for Large Language Models
by: Ning, Zhiyuan, et al.
Published: (2025)
by: Ning, Zhiyuan, et al.
Published: (2025)
Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion
by: Luo, Ruilin, et al.
Published: (2024)
by: Luo, Ruilin, et al.
Published: (2024)
Robust and Minimally Invasive Watermarking for EaaS
by: Wang, Zongqi, et al.
Published: (2024)
by: Wang, Zongqi, et al.
Published: (2024)
MorphMark: Flexible Adaptive Watermarking for Large Language Models
by: Wang, Zongqi, et al.
Published: (2025)
by: Wang, Zongqi, et al.
Published: (2025)
OpenRT: An Open-Source Red Teaming Framework for Multimodal LLMs
by: Wang, Xin, et al.
Published: (2026)
by: Wang, Xin, et al.
Published: (2026)
Dr. Bench: A Multidimensional Evaluation for Deep Research Agents, from Answers to Reports
by: Yao, Yang, et al.
Published: (2025)
by: Yao, Yang, et al.
Published: (2025)
PTD-SQL: Partitioning and Targeted Drilling with LLMs in Text-to-SQL
by: Luo, Ruilin, et al.
Published: (2024)
by: Luo, Ruilin, et al.
Published: (2024)
From Narrow to Panoramic Vision: Attention-Guided Cold-Start Reshapes Multimodal Reasoning
by: Luo, Ruilin, et al.
Published: (2026)
by: Luo, Ruilin, et al.
Published: (2026)
CriticBench: Benchmarking LLMs for Critique-Correct Reasoning
by: Lin, Zicheng, et al.
Published: (2024)
by: Lin, Zicheng, et al.
Published: (2024)
Unlocking Multimodal Mathematical Reasoning via Process Reward Model
by: Luo, Ruilin, et al.
Published: (2025)
by: Luo, Ruilin, et al.
Published: (2025)
Think-with-Rubrics: From External Evaluator to Internal Reasoning Guidance
by: Yu, Jiachen, et al.
Published: (2026)
by: Yu, Jiachen, et al.
Published: (2026)
DenseGRPO: From Sparse to Dense Reward for Flow Matching Model Alignment
by: Deng, Haoyou, et al.
Published: (2026)
by: Deng, Haoyou, et al.
Published: (2026)
Generative AI as Digital Representatives in Collective Decision-Making: A Game-Theoretical Approach
by: Chen, Kexin, et al.
Published: (2025)
by: Chen, Kexin, et al.
Published: (2025)
CAPO: Reinforcing Consistent Reasoning in Medical Decision-Making
by: Jiang, Songtao, et al.
Published: (2025)
by: Jiang, Songtao, et al.
Published: (2025)
Progressive Knowledge Graph Completion
by: Li, Jiayi, et al.
Published: (2024)
by: Li, Jiayi, et al.
Published: (2024)
StolenLoRA: Exploring LoRA Extraction Attacks via Synthetic Data
by: Wang, Yixu, et al.
Published: (2025)
by: Wang, Yixu, et al.
Published: (2025)
Reward Modeling from Natural Language Human Feedback
by: Wang, Zongqi, et al.
Published: (2026)
by: Wang, Zongqi, et al.
Published: (2026)
Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm
by: Tong, Jingqi, et al.
Published: (2025)
by: Tong, Jingqi, et al.
Published: (2025)
AutoTraces: Autoregressive Trajectory Forecasting via Multimodal Large Language Models
by: Wang, Teng, et al.
Published: (2026)
by: Wang, Teng, et al.
Published: (2026)
Fake Alignment: Are LLMs Really Aligned Well?
by: Wang, Yixu, et al.
Published: (2023)
by: Wang, Yixu, et al.
Published: (2023)
A Reasoning Paradigm for Named Entity Recognition
by: Huang, Hui, et al.
Published: (2025)
by: Huang, Hui, et al.
Published: (2025)
Beyond Where to Look: Trajectory-Guided Reinforcement Learning for Multimodal RLVR
by: Lu, Jinda, et al.
Published: (2026)
by: Lu, Jinda, et al.
Published: (2026)
Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective
by: Yu, Yiyao, et al.
Published: (2025)
by: Yu, Yiyao, et al.
Published: (2025)
Bridging Perception and Reasoning: Token Reweighting for RLVR in Multimodal LLMs
by: Lu, Jinda, et al.
Published: (2026)
by: Lu, Jinda, et al.
Published: (2026)
Content Moderation by LLM: From Accuracy to Legitimacy
by: Huang, Tao
Published: (2024)
by: Huang, Tao
Published: (2024)
Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM's Reasoning Capability
by: Lin, Zicheng, et al.
Published: (2024)
by: Lin, Zicheng, et al.
Published: (2024)
MagicMotion: Controllable Video Generation with Dense-to-Sparse Trajectory Guidance
by: Li, Quanhao, et al.
Published: (2025)
by: Li, Quanhao, et al.
Published: (2025)
MovieChat: From Dense Token to Sparse Memory for Long Video Understanding
by: Song, Enxin, et al.
Published: (2023)
by: Song, Enxin, et al.
Published: (2023)
Generative Universal Verifier as Multimodal Meta-Reasoner
by: Zhang, Xinchen, et al.
Published: (2025)
by: Zhang, Xinchen, et al.
Published: (2025)
Sparse-Dense Mixture of Experts Adapter for Multi-Modal Tracking
by: Zhu, Yabin, et al.
Published: (2026)
by: Zhu, Yabin, et al.
Published: (2026)
Similar Items
-
MEOW: MEMOry Supervised LLM Unlearning Via Inverted Facts
by: Gu, Tianle, et al.
Published: (2024) -
Probing the Robustness of Large Language Models Safety to Latent Perturbations
by: Gu, Tianle, et al.
Published: (2025) -
Invisible Entropy: Towards Safe and Efficient Low-Entropy LLM Watermarking
by: Gu, Tianle, et al.
Published: (2025) -
MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models
by: Gu, Tianle, et al.
Published: (2024) -
SCAN: Structured Capability Assessment and Navigation for LLMs
by: Wang, Zongqi, et al.
Published: (2025)