Image de couverture de livre

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Ruan, Jiaoyang, Gao, Xin, Chen, Yinda, Zeng, Hengyu, Du, Liang, Li, Guanghao, Fu, Jie, Pu, Jian
Format:	Preprint
Publié:	2026
Sujets:	Machine Learning Artificial Intelligence
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

MacTok: Robust Continuous Tokenization for Image Generation
par: Zeng, Hengyu, et autres
Publié: (2026)

SafeRBench: Dissecting the Reasoning Safety of Large Language Models
par: Gao, Xin, et autres
Publié: (2025)

Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models
par: Zhou, Guanghao, et autres
Publié: (2025)

Dark-ISP: Enhancing RAW Image Processing for Low-Light Object Detection
par: Guo, Jiasheng, et autres
Publié: (2025)

Focus on the Core: Empowering Diffusion Large Language Models by Self-Contrast
par: Feng, Jinyuan, et autres
Publié: (2026)

On the Self-Verification Limitations of Large Language Models on Reasoning and Planning Tasks
par: Stechly, Kaya, et autres
Publié: (2024)

Learn to Relax with Large Language Models: Solving Constraint Optimization Problems via Bidirectional Coevolution
par: Liu, Beidan, et autres
Publié: (2025)

Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling
par: Wan, Guangya, et autres
Publié: (2024)

DiffuSpec: Unlocking Diffusion Language Models for Speculative Decoding
par: Li, Guanghao, et autres
Publié: (2025)

From Bits to Rounds: Parallel Decoding with Exploration for Diffusion Language Models
par: Fu, Hengyu, et autres
Publié: (2025)

Mitigating Overthinking in Large Reasoning Models via Manifold Steering
par: Huang, Yao, et autres
Publié: (2025)

Local Success Does Not Compose: Benchmarking Large Language Models for Compositional Formal Verification
par: Xu, Xu, et autres
Publié: (2025)

Optimal Self-Consistency for Efficient Reasoning with Large Language Models
par: Feng, Austin, et autres
Publié: (2025)

STRIVE: Structured Reasoning for Self-Improvement in Claim Verification
par: Gong, Haisong, et autres
Publié: (2025)

Self-Consistency of the Internal Reward Models Improves Self-Rewarding Language Models
par: Zhou, Xin, et autres
Publié: (2025)

Stepwise Self-Consistent Mathematical Reasoning with Large Language Models
par: Zhao, Zilong, et autres
Publié: (2024)

Visual Attention Reasoning via Hierarchical Search and Self-Verification
par: Cai, Wei, et autres
Publié: (2025)

Bidirectional Temporal Plan Graph: Enabling Switchable Passing Orders for More Efficient Multi-Agent Path Finding Plan Execution
par: Su, Yifan, et autres
Publié: (2023)

Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models
par: Ye, Jiacheng, et autres
Publié: (2024)

Correlation Dimension of Natural Language in a Statistical Manifold
par: Du, Xin, et autres
Publié: (2024)

Bird-SR: Bidirectional Reward-Guided Diffusion for Real-World Image Super-Resolution
par: Fan, Zihao, et autres
Publié: (2026)

Deep Incomplete Multi-view Learning via Cyclic Permutation of VAEs
par: Gao, Xin, et autres
Publié: (2025)

Enhancing Mathematical Reasoning in Large Language Models with Self-Consistency-Based Hallucination Detection
par: Liu, MingShan, et autres
Publié: (2025)

Seismic Acoustic Impedance Inversion Framework Based on Conditional Latent Generative Diffusion Model
par: Chen, Jie, et autres
Publié: (2025)

A Closer Look at the Self-Verification Abilities of Large Language Models in Logical Reasoning
par: Hong, Ruixin, et autres
Publié: (2023)

ORION: Teaching Language Models to Reason Efficiently in the Language of Thought
par: Tanmay, Kumar, et autres
Publié: (2025)

Self-Evolving Spatial Reasoning in Vision Language Models via Geometric Logic Consistency
par: Liu, Junming, et autres
Publié: (2026)

Propose, Solve, Verify: Self-Play Through Formal Verification
par: Wilf, Alex, et autres
Publié: (2025)

Boosting the Power of Small Multimodal Reasoning Models to Match Larger Models with Self-Consistency Training
par: Tan, Cheng, et autres
Publié: (2023)

Self-Verification Dilemma: Experience-Driven Suppression of Overused Checking in LLM Reasoning
par: Long, Quanyu, et autres
Publié: (2026)

The Geometry of Self-Verification in a Task-Specific Reasoning Model
par: Lee, Andrew, et autres
Publié: (2025)

Bi-Chainer: Automated Large Language Models Reasoning with Bidirectional Chaining
par: Liu, Shuqi, et autres
Publié: (2024)

Improving the Reliability of LLMs: Combining CoT, RAG, Self-Consistency, and Self-Verification
par: Kumar, Adarsh, et autres
Publié: (2025)

RISER: Orchestrating Latent Reasoning Skills for Adaptive Activation Steering
par: Ye, Wencheng, et autres
Publié: (2026)

Bidirectional Diffusion Bridge Models
par: Kieu, Duc, et autres
Publié: (2025)

DRL-Based Trajectory Tracking for Motion-Related Modules in Autonomous Driving
par: Xu, Yinda, et autres
Publié: (2023)

Large Language Model Cascades with Mixture of Thoughts Representations for Cost-efficient Reasoning
par: Yue, Murong, et autres
Publié: (2023)

QuantumQA: Enhancing Scientific Reasoning via Physics-Consistent Dataset and Verification-Aware Reinforcement Learning
par: Qu, Songxin, et autres
Publié: (2026)

Calibrating Reasoning in Language Models with Internal Consistency
par: Xie, Zhihui, et autres
Publié: (2024)

Text-Graph Synergy: A Bidirectional Verification and Completion Framework for RAG
par: Zhong, Jiarui, et autres
Publié: (2026)