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Bibliographic Details
Main Authors:	Li, Haosen, Chen, Wenshuo, Liang, Shaofeng, Wang, Lei, Yuan, Kaishen, Yue, Yutao
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2604.23536
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Guided Path Sampling: Steering Diffusion Models Back on Track with Principled Path Guidance
by: Li, Haosen, et al.
Published: (2025)

POLARIS: Projection-Orthogonal Least Squares for Robust and Adaptive Inversion in Diffusion Models
by: Chen, Wenshuo, et al.
Published: (2025)

Delta Score Matters! Spatial Adaptive Multi Guidance in Diffusion Models
by: Li, Haosen, et al.
Published: (2026)

CoEmoGen: Towards Semantically-Coherent and Scalable Emotional Image Content Generation
by: Yuan, Kaishen, et al.
Published: (2025)

Learning to Think in Physics: Breaking Shortcut Learning in Scientific Diffusion via Representation Alignment
by: Jia, Haozhe, et al.
Published: (2026)

ANT: Adaptive Neural Temporal-Aware Text-to-Motion Model
by: Chen, Wenshuo, et al.
Published: (2025)

Ctrl-Z Sampling: Scaling Diffusion Sampling with Controlled Random Zigzag Explorations
by: Mao, Shunqi, et al.
Published: (2025)

LUMA: Low-Dimension Unified Motion Alignment with Dual-Path Anchoring for Text-to-Motion Diffusion Model
by: Jia, Haozhe, et al.
Published: (2025)

Before the Body Moves: Learning Anticipatory Joint Intent for Language-Conditioned Humanoid Control
by: Jia, Haozhe, et al.
Published: (2026)

Efficient Conditional Diffusion Model with Probability Flow Sampling for Image Super-resolution
by: Yuan, Yutao, et al.
Published: (2024)

Physics-Informed Representation Alignment for Sparse Radio-Map Reconstruction
by: Jia, Haozhe, et al.
Published: (2025)

MedTVT-R1: A Multimodal LLM Empowering Medical Reasoning and Diagnosis
by: Zhang, Yuting, et al.
Published: (2025)

Free-T2M: Robust Text-to-Motion Generation for Humanoid Robots via Frequency-Domain
by: Chen, Wenshuo, et al.
Published: (2025)

Zigzag Diffusion Sampling: Diffusion Models Can Self-Improve via Self-Reflection
by: Bai, Lichen, et al.
Published: (2024)

Guarding the Gate: ConceptGuard Battles Concept-Level Backdoors in Concept Bottleneck Models
by: Lai, Songning, et al.
Published: (2024)

Unsafe by Reciprocity: How Generation-Understanding Coupling Undermines Safety in Unified Multimodal Models
by: Wang, Kaishen, et al.
Published: (2026)

Consistent Story Generation: Unlocking the Potential of Zigzag Sampling
by: Li, Mingxiao, et al.
Published: (2025)

ECHO: Edge-Cloud Humanoid Orchestration for Language-to-Motion Control
by: Jia, Haozhe, et al.
Published: (2026)

Neural Electromagnetic Fields for High-Resolution Material Parameter Reconstruction
by: Chen, Zhe, et al.
Published: (2026)

Align-KD: Distilling Cross-Modal Alignment Knowledge for Mobile Vision-Language Model
by: Feng, Qianhan, et al.
Published: (2024)

SPARS3R: Semantic Prior Alignment and Regularization for Sparse 3D Reconstruction
by: Tang, Yutao, et al.
Published: (2024)

Exploring Conditional Multi-Modal Prompts for Zero-shot HOI Detection
by: Lei, Ting, et al.
Published: (2024)

AULLM++: Structural Reasoning with Large Language Models for Micro-Expression Recognition
by: Liu, Zhishu, et al.
Published: (2026)

ANYPORTAL: Zero-Shot Consistent Video Background Replacement
by: Gao, Wenshuo, et al.
Published: (2025)

FEALLM: Advancing Facial Emotion Analysis in Multimodal Large Language Models with Emotional Synergy and Reasoning
by: Hu, Zhuozhao, et al.
Published: (2025)

ZigzagPointMamba: Spatial-Semantic Mamba for Point Cloud Understanding
by: Diao, Linshuang, et al.
Published: (2025)

Semantic-Space-Intervened Diffusive Alignment for Visual Classification
by: Li, Zixuan, et al.
Published: (2025)

SARA: Semantically Adaptive Relational Alignment for Video Diffusion Models
by: Lian, Jiesong, et al.
Published: (2026)

Step-level Denoising-time Diffusion Alignment with Multiple Objectives
by: Zhang, Qi, et al.
Published: (2026)

ConsistNav: Closing the Action Consistency Gap in Zero-Shot Object Navigation with Semantic Executive Control
by: Wang, Haosen, et al.
Published: (2026)

Attribute Distribution Modeling and Semantic-Visual Alignment for Generative Zero-shot Learning
by: Pu, Haojie, et al.
Published: (2026)

GDTS: Goal-Guided Diffusion Model with Tree Sampling for Multi-Modal Pedestrian Trajectory Prediction
by: Sun, Ge, et al.
Published: (2023)

Cognitive Disentanglement for Referring Multi-Object Tracking
by: Liang, Shaofeng, et al.
Published: (2025)

Diffusion-APO: Trajectory-Aware Direct Preference Alignment for Video Diffusion Transformers
by: Zhu, Jingyuan, et al.
Published: (2026)

$Δ$VLA: Prior-Guided Vision-Language-Action Models via World Knowledge Variation
by: Zhu, Yijie, et al.
Published: (2026)

AUFormer: Vision Transformers are Parameter-Efficient Facial Action Unit Detectors
by: Yuan, Kaishen, et al.
Published: (2024)

Unifying Visual and Semantic Feature Spaces with Diffusion Models for Enhanced Cross-Modal Alignment
by: Zheng, Yuze, et al.
Published: (2024)

AU-TTT: Vision Test-Time Training model for Facial Action Unit Detection
by: Xing, Bohao, et al.
Published: (2025)

AU-LLM: Micro-Expression Action Unit Detection via Enhanced LLM-Based Feature Fusion
by: Liu, Zhishu, et al.
Published: (2025)

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// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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