EvolveReason: Self-Evolving Reasoning Paradigm for Explainable Deepfake Facial Image Identification
Fuente:
arXiv
Saved in:
| Main Authors: | Zhou, Binjia, Luo, Dawei, Chen, Shuai, Xu, Feng, Seow, Li, Haoyuan, Wang, Jiachi, Wang, Jiawen, Feng, Zunlei, Bei, Yijun |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
CorrDetail: Visual Detail Enhanced Self-Correction for Face Forgery Detection
by: Zhou, Binjia, et al.
Published: (2025)
by: Zhou, Binjia, et al.
Published: (2025)
EvolvR: Self-Evolving Pairwise Reasoning for Story Evaluation to Enhance Generation
by: Wang, Xinda, et al.
Published: (2025)
by: Wang, Xinda, et al.
Published: (2025)
Deep Self-Evolving Reasoning
by: Liu, Zihan, et al.
Published: (2025)
by: Liu, Zihan, et al.
Published: (2025)
Diving into Self-Evolving Training for Multimodal Reasoning
by: Liu, Wei, et al.
Published: (2024)
by: Liu, Wei, et al.
Published: (2024)
Self-Evolving Curriculum for LLM Reasoning
by: Chen, Xiaoyin, et al.
Published: (2025)
by: Chen, Xiaoyin, et al.
Published: (2025)
ReasoningBank: Scaling Agent Self-Evolving with Reasoning Memory
by: Ouyang, Siru, et al.
Published: (2025)
by: Ouyang, Siru, et al.
Published: (2025)
Reinforcing Chain-of-Thought Reasoning with Self-Evolving Rubrics
by: Sheng, Leheng, et al.
Published: (2026)
by: Sheng, Leheng, et al.
Published: (2026)
Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges
by: Liu, Ping, et al.
Published: (2024)
by: Liu, Ping, et al.
Published: (2024)
HyEvo: Self-Evolving Hybrid Agentic Workflows for Efficient Reasoning
by: Xu, Beibei, et al.
Published: (2026)
by: Xu, Beibei, et al.
Published: (2026)
Breaking Dual Bottlenecks: Evolving Unified Multimodal Models into Self-Adaptive Interleaved Visual Reasoners
by: Liu, Qingyang, et al.
Published: (2026)
by: Liu, Qingyang, et al.
Published: (2026)
Evolving Transparency: How Family Control Shapes ESG Disclosure Across Corporate Life Cycle
by: Richard Yeaw Chong Seow
Published: (2025)
by: Richard Yeaw Chong Seow
Published: (2025)
Seirênes: Adversarial Self-Play with Evolving Distractions for LLM Reasoning
by: Zhang, Chi, et al.
Published: (2026)
by: Zhang, Chi, et al.
Published: (2026)
CoTEvol: Self-Evolving Chain-of-Thoughts for Data Synthesis in Mathematical Reasoning
by: Wang, Zhuo, et al.
Published: (2026)
by: Wang, Zhuo, et al.
Published: (2026)
MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents
by: Zhang, Haozhen, et al.
Published: (2026)
by: Zhang, Haozhen, et al.
Published: (2026)
On the Generalization Gap in Self-Evolving Language Model Reasoning
by: Qi, Zhenting, et al.
Published: (2026)
by: Qi, Zhenting, et al.
Published: (2026)
Preventing Curriculum Collapse in Self-Evolving Reasoning Systems
by: Mishra, Vaibhav
Published: (2026)
by: Mishra, Vaibhav
Published: (2026)
Agent0-VL: Exploring Self-Evolving Agent for Tool-Integrated Vision-Language Reasoning
by: Liu, Jiaqi, et al.
Published: (2025)
by: Liu, Jiaqi, et al.
Published: (2025)
OVOD-Agent: A Markov-Bandit Framework for Proactive Visual Reasoning and Self-Evolving Detection
by: Wang, Chujie, et al.
Published: (2025)
by: Wang, Chujie, et al.
Published: (2025)
Syn-GRPO: Self-Evolving Data Synthesis for MLLM Perception Reasoning
by: Huang, Qihan, et al.
Published: (2025)
by: Huang, Qihan, et al.
Published: (2025)
R-Zero: Self-Evolving Reasoning LLM from Zero Data
by: Huang, Chengsong, et al.
Published: (2025)
by: Huang, Chengsong, et al.
Published: (2025)
RareAgent: Self-Evolving Reasoning for Drug Repurposing in Rare Diseases
by: Qin, Lang, et al.
Published: (2025)
by: Qin, Lang, et al.
Published: (2025)
GSEM: Graph-based Self-Evolving Memory for Experience Augmented Clinical Reasoning
by: Han, Xiao, et al.
Published: (2026)
by: Han, Xiao, et al.
Published: (2026)
Dual-Phase LLM Reasoning: Self-Evolved Mathematical Frameworks
by: Liu, ShaoZhen, et al.
Published: (2026)
by: Liu, ShaoZhen, et al.
Published: (2026)
Evolved Hierarchical Masking for Self-Supervised Learning
by: Feng, Zhanzhou, et al.
Published: (2025)
by: Feng, Zhanzhou, et al.
Published: (2025)
Confidence-Aware Alignment Makes Reasoning LLMs More Reliable
by: Chen, Kejia, et al.
Published: (2026)
by: Chen, Kejia, et al.
Published: (2026)
Learning to Self-Evolve
by: Chen, Xiaoyin, et al.
Published: (2026)
by: Chen, Xiaoyin, et al.
Published: (2026)
Self-Evolving Spatial Reasoning in Vision Language Models via Geometric Logic Consistency
by: Liu, Junming, et al.
Published: (2026)
by: Liu, Junming, et al.
Published: (2026)
Symbolic Learning Enables Self-Evolving Agents
by: Zhou, Wangchunshu, et al.
Published: (2024)
by: Zhou, Wangchunshu, et al.
Published: (2024)
MetaGen: Self-Evolving Roles and Topologies for Multi-Agent LLM Reasoning
by: Wang, Yimeng, et al.
Published: (2026)
by: Wang, Yimeng, et al.
Published: (2026)
SPC: Evolving Self-Play Critic via Adversarial Games for LLM Reasoning
by: Chen, Jiaqi, et al.
Published: (2025)
by: Chen, Jiaqi, et al.
Published: (2025)
Generalizable Self-Evolving Memory for Automatic Prompt Optimization
by: Liang, Guanbao, et al.
Published: (2026)
by: Liang, Guanbao, et al.
Published: (2026)
Pathogenesis of Achalasia: An Evolving Paradigm
by: Uday C. Ghoshal, et al.
Published: (2025)
by: Uday C. Ghoshal, et al.
Published: (2025)
C2-Evo: Co-Evolving Multimodal Data and Model for Self-Improving Reasoning
by: Chen, Xiuwei, et al.
Published: (2025)
by: Chen, Xiuwei, et al.
Published: (2025)
Language Models as Continuous Self-Evolving Data Engineers
by: Wang, Peidong, et al.
Published: (2024)
by: Wang, Peidong, et al.
Published: (2024)
iReasoner: Trajectory-Aware Intrinsic Reasoning Supervision for Self-Evolving Large Multimodal Models
by: Sunil, Meghana, et al.
Published: (2026)
by: Sunil, Meghana, et al.
Published: (2026)
Autonomous Self‐Evolving Research on Biomedical Data: The DREAM Paradigm
by: Luojia Deng, et al.
Published: (2025)
by: Luojia Deng, et al.
Published: (2025)
Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning
by: Wu, Wenjie, et al.
Published: (2025)
by: Wu, Wenjie, et al.
Published: (2025)
Towards Verifiable Text Generation with Evolving Memory and Self-Reflection
by: Sun, Hao, et al.
Published: (2023)
by: Sun, Hao, et al.
Published: (2023)
An Analysis of Recent Advances in Deepfake Image Detection in an Evolving Threat Landscape
by: Abdullah, Sifat Muhammad, et al.
Published: (2024)
by: Abdullah, Sifat Muhammad, et al.
Published: (2024)
Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding
by: Wang, Zilong, et al.
Published: (2024)
by: Wang, Zilong, et al.
Published: (2024)
Similar Items
-
CorrDetail: Visual Detail Enhanced Self-Correction for Face Forgery Detection
by: Zhou, Binjia, et al.
Published: (2025) -
EvolvR: Self-Evolving Pairwise Reasoning for Story Evaluation to Enhance Generation
by: Wang, Xinda, et al.
Published: (2025) -
Deep Self-Evolving Reasoning
by: Liu, Zihan, et al.
Published: (2025) -
Diving into Self-Evolving Training for Multimodal Reasoning
by: Liu, Wei, et al.
Published: (2024) -
Self-Evolving Curriculum for LLM Reasoning
by: Chen, Xiaoyin, et al.
Published: (2025)