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Main Authors:	Xu, Qinwu, Ma, Xiaofu, Jiang, Yifan
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Computational Physics
Online Access:	https://arxiv.org/abs/2605.20416
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Reducing Hallucination in Vision-Language Models via Stage-wise Preference Optimization under Distribution Shift
by: Xu, Qinwu
Published: (2026)

A Fast Graph Search Algorithm with Dynamic Optimization and Reduced Histogram for Discrimination of Binary Classification Problem
by: Xu, Qinwu
Published: (2024)

A Multi-objective Newton Optimization Algorithm for Hyper-Parameter Search
by: Xu, Qinwu
Published: (2024)

Robust Checkpoint Selection for Multimodal LLMs via Agentic Evaluation and Stability-Aware Ranking
by: Xu, Qinwu, et al.
Published: (2026)

Stress-Testing Multimodal Foundation Models for Crystallographic Reasoning
by: Polat, Can, et al.
Published: (2025)

Fourier Transformers for Latent Crystallographic Diffusion and Generative Modeling
by: Duersch, Jed A., et al.
Published: (2026)

VisMem: Latent Vision Memory Unlocks Potential of Vision-Language Models
by: Yu, Xinlei, et al.
Published: (2025)

LatentChem: From Textual CoT to Latent Thinking in Chemical Reasoning
by: Ye, Xinwu, et al.
Published: (2026)

Synergizing Transport-Based Generative Models and Latent Geometry for Stochastic Closure Modeling
by: Dong, Xinghao, et al.
Published: (2026)

Fractured Chain-of-Thought Reasoning
by: Liao, Baohao, et al.
Published: (2025)

Modeling Trial-and-Error Navigation With a Sequential Decision Model of Information Scent
by: Jin, Xiaofu, et al.
Published: (2026)

Comparing Data Assimilation and Likelihood-Based Inference on Latent State Estimation in Agent-Based Models
by: Kolic, Blas, et al.
Published: (2025)

Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning
by: Su, DiJia, et al.
Published: (2025)

Plane-Wave Decomposition and Randomised Training; a Novel Path to Generalised PINNs for SHM
by: Clements, Rory, et al.
Published: (2025)

GeoReasoner: Geo-localization with Reasoning in Street Views using a Large Vision-Language Model
by: Li, Ling, et al.
Published: (2024)

Latent-GRPO: Group Relative Policy Optimization for Latent Reasoning
by: Deng, Jingcheng, et al.
Published: (2026)

Vision-Language Models Encode Clinical Guidelines for Concept-Based Medical Reasoning
by: Harmanani, Mohamed, et al.
Published: (2026)

Sherlock: Self-Correcting Reasoning in Vision-Language Models
by: Ding, Yi, et al.
Published: (2025)

ThinkAct: Vision-Language-Action Reasoning via Reinforced Visual Latent Planning
by: Huang, Chi-Pin, et al.
Published: (2025)

Unveiling the Visual Counting Bottleneck in Vision-Language Models
by: Pang, Xingzhou, et al.
Published: (2026)

RLS3: RL-Based Synthetic Sample Selection to Enhance Spatial Reasoning in Vision-Language Models for Indoor Autonomous Perception
by: Waite, Joshua R., et al.
Published: (2025)

Vision-Language Models Unlock Task-Centric Latent Actions
by: Nikulin, Alexander, et al.
Published: (2026)

The Dual Mechanisms of Spatial Reasoning in Vision-Language Models
by: Cui, Kelly, et al.
Published: (2026)

SpatialVLM: Endowing Vision-Language Models with Spatial Reasoning Capabilities
by: Chen, Boyuan, et al.
Published: (2024)

Cross-Task Inconsistency Based Active Learning (CTIAL) for Emotion Recognition
by: Xu, Yifan, et al.
Published: (2024)

Vision-Language Models Can Self-Improve Reasoning via Reflection
by: Cheng, Kanzhi, et al.
Published: (2024)

Towards Reasoning for PDE Foundation Models: A Reward-Model-Driven Inference-Time-Scaling Algorithm
by: Mansingh, Siddharth, et al.
Published: (2025)

Global Plane Waves From Local Gaussians: Periodic Charge Densities in a Blink
by: Elsborg, Jonas, et al.
Published: (2026)

On Geometry Regularization in Autoencoder Reduced-Order Models with Latent Neural ODE Dynamics
by: Osipov, Mikhail
Published: (2026)

Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models
by: Huang, Wenxuan, et al.
Published: (2025)

Measuring and Improving Chain-of-Thought Reasoning in Vision-Language Models
by: Chen, Yangyi, et al.
Published: (2023)

LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs
by: Wang, Jing, et al.
Published: (2025)

Fast-ThinkAct: Efficient Vision-Language-Action Reasoning via Verbalizable Latent Planning
by: Huang, Chi-Pin, et al.
Published: (2026)

LatentRAG: Latent Reasoning and Retrieval for Efficient Agentic RAG
by: Zheng, Yijia, et al.
Published: (2026)

Stochastic and Non-local Closure Modeling for Nonlinear Dynamical Systems via Latent Score-based Generative Models
by: Dong, Xinghao, et al.
Published: (2025)

Rethinking Fine-Tuning: Unlocking Hidden Capabilities in Vision-Language Models
by: Zhang, Mingyuan, et al.
Published: (2025)

A Transformer Based Generative Chemical Language AI Model for Structural Elucidation of Organic Compounds
by: Tan, Xiaofeng
Published: (2024)

LLMize: A Framework for Large Language Model-Based Numerical Optimization
by: Oktavian, M. Rizki
Published: (2025)

Effect of Document Packing on the Latent Multi-Hop Reasoning Capabilities of Large Language Models
by: Prato, Gabriele, et al.
Published: (2025)

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