X2I: Seamless Integration of Multimodal Understanding into Diffusion Transformer via Attention Distillation

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Bibliographic Details
Main Authors:	Ma, Jian, Peng, Qirong, Guo, Xu, Chen, Chen, Lu, Haonan, Yang, Zhenyu
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
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X2Edit: Revisiting Arbitrary-Instruction Image Editing through Self-Constructed Data and Task-Aware Representation Learning
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Published: (2025)

PEA-Diffusion: Parameter-Efficient Adapter with Knowledge Distillation in non-English Text-to-Image Generation
by: Ma, Jian, et al.
Published: (2023)

GlyphDraw2: Automatic Generation of Complex Glyph Posters with Diffusion Models and Large Language Models
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Subject-Diffusion:Open Domain Personalized Text-to-Image Generation without Test-time Fine-tuning
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HermesFlow: Seamlessly Closing the Gap in Multimodal Understanding and Generation
by: Yang, Ling, et al.
Published: (2025)

Cross-Resolution Distribution Matching for Diffusion Distillation
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Published: (2026)

Efficient Dataset Distillation via Minimax Diffusion
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LAPTOP-Diff: Layer Pruning and Normalized Distillation for Compressing Diffusion Models
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Simple and Fast Distillation of Diffusion Models
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Understanding Generalization in Diffusion Distillation via Probability Flow Distance
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Published: (2025)

FIAS: Feature Imbalance-Aware Medical Image Segmentation with Dynamic Fusion and Mixing Attention
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SCott: Accelerating Diffusion Models with Stochastic Consistency Distillation
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Veda: Scalable Video Diffusion via Distilled Sparse Attention
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Dynamic-I2V: Exploring Image-to-Video Generation Models via Multimodal LLM
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Published: (2025)

Spiking Transformer:Introducing Accurate Addition-Only Spiking Self-Attention for Transformer
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Breaking the Encoder Barrier for Seamless Video-Language Understanding
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Multimodal Dataset Distillation via Phased Teacher Models
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CONCORD: Concept-Informed Diffusion for Dataset Distillation
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Muon-Accelerated Attention Distillation for Real-Time Edge Synthesis via Optimized Latent Diffusion
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Distillation Dynamics: Towards Understanding Feature-Based Distillation in Vision Transformers
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Efficient Diffusion Distillation via Embedding Loss
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NaTex: Seamless Texture Generation as Latent Color Diffusion
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AddSR: Accelerating Diffusion-based Blind Super-Resolution with Adversarial Diffusion Distillation
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X-OmniClaw Technical Report: A Unified Mobile Agent for Multimodal Understanding and Interaction
by: Ren, Xiaoming, et al.
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LAMIC: Layout-Aware Multi-Image Composition via Scalability of Multimodal Diffusion Transformer
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Attention Distillation: A Unified Approach to Visual Characteristics Transfer
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AMFD: Distillation via Adaptive Multimodal Fusion for Multispectral Pedestrian Detection
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Fine-Grained Prototypes Distillation for Few-Shot Object Detection
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Exploring Local Memorization in Diffusion Models via Bright Ending Attention
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MammothModa2: A Unified AR-Diffusion Framework for Multimodal Understanding and Generation
by: Shen, Tao, et al.
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Channel Attention-Guided Cross-Modal Knowledge Distillation for Referring Image Segmentation
by: Yang, Chen
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PaceVGGT: Pre-Alternating-Attention Token Pruning for Visual Geometry Transformers
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Noise-Informed Diffusion-Generated Image Detection with Anomaly Attention
by: Guan, Weinan, et al.
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Vivid-VR: Distilling Concepts from Text-to-Video Diffusion Transformer for Photorealistic Video Restoration
by: Bai, Haoran, et al.
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Understanding Attention Mechanism in Video Diffusion Models
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Autoregressive Distillation of Diffusion Transformers
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Published: (2025)

UniVidX: A Unified Multimodal Framework for Versatile Video Generation via Diffusion Priors
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Published: (2026)

HANet: A Hierarchical Attention Network for Change Detection With Bitemporal Very-High-Resolution Remote Sensing Images
by: Han, Chengxi, et al.
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SlimDiffSR: Toward Lightweight and Efficient Remote Sensing Image Super-Resolution via Diffusion Model Distillation
by: Wang, Ce, et al.
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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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