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Main Authors:	Liu, Tianyuan, Hou, Libin, Wang, Linyuan, Yan, Bin
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	https://arxiv.org/abs/2601.17042
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MFI-ResNet: Efficient ResNet Architecture Optimization via MeanFlow Compression and Selective Incubation
by: Sun, Nuolin, et al.
Published: (2025)

STAA: Spatio-Temporal Attention Attribution for Real-Time Interpreting Transformer-based Video Models
by: Wang, Zerui, et al.
Published: (2024)

Objective and Interpretable Breast Cosmesis Evaluation with Attention Guided Denoising Diffusion Anomaly Detection Model
by: Park, Sangjoon, et al.
Published: (2024)

InfiniteVL: Synergizing Linear and Sparse Attention for Highly-Efficient, Unlimited-Input Vision-Language Models
by: Tao, Hongyuan, et al.
Published: (2025)

Towards Unified Modeling in Federated Multi-Task Learning via Subspace Decoupling
by: Wei, Yipan, et al.
Published: (2025)

SLA2: Sparse-Linear Attention with Learnable Routing and QAT
by: Zhang, Jintao, et al.
Published: (2026)

Efficient-LVSM: Faster, Cheaper, and Better Large View Synthesis Model via Decoupled Co-Refinement Attention
by: Jia, Xiaosong, et al.
Published: (2026)

DCMM-Transformer: Degree-Corrected Mixed-Membership Attention for Medical Imaging
by: Cheng, Huimin, et al.
Published: (2025)

SparseOccVLA: Bridging Occupancy and Vision-Language Models via Sparse Queries for Unified 4D Scene Understanding and Planning
by: Dang, Chenxu, et al.
Published: (2026)

SLA: Beyond Sparsity in Diffusion Transformers via Fine-Tunable Sparse-Linear Attention
by: Zhang, Jintao, et al.
Published: (2025)

TAP-SLF: Parameter-Efficient Adaptation of Vision Foundation Models for Multi-Task Ultrasound Image Analysis
by: Wan, Hui, et al.
Published: (2026)

DiG: Scalable and Efficient Diffusion Models with Gated Linear Attention
by: Zhu, Lianghui, et al.
Published: (2024)

Sparser Block-Sparse Attention via Token Permutation
by: Wang, Xinghao, et al.
Published: (2025)

Holmes: Towards Effective and Harmless Model Ownership Verification to Personalized Large Vision Models via Decoupling Common Features
by: Zhu, Linghui, et al.
Published: (2025)

Concept Complement Bottleneck Model for Interpretable Medical Image Diagnosis
by: Wang, Hongmei, et al.
Published: (2024)

SimInsert: Seamless Video Object Insertion via Regional Sparse Attention Fusion
by: Chen, Xinyu, et al.
Published: (2026)

MixerCSeg: An Efficient Mixer Architecture for Crack Segmentation via Decoupled Mamba Attention
by: Zhao, Zilong, et al.
Published: (2026)

Fast-WAM: Do World Action Models Need Test-time Future Imagination?
by: Yuan, Tianyuan, et al.
Published: (2026)

SP$^2$T: Sparse Proxy Attention for Dual-stream Point Transformer
by: Wan, Jiaxu, et al.
Published: (2024)

DICE: Disentangling Artist Style from Content via Contrastive Subspace Decomposition in Diffusion Models
by: Zhang, Tong, et al.
Published: (2026)

Emotion Recognition with Facial Attention and Objective Activation Functions
by: Miskow, Andrzej, et al.
Published: (2024)

Runge-Kutta Approximation and Decoupled Attention for Rectified Flow Inversion and Semantic Editing
by: Chen, Weiming, et al.
Published: (2025)

Prism: Spectral-Aware Block-Sparse Attention
by: Wang, Xinghao, et al.
Published: (2026)

LiteAttention: A Temporal Sparse Attention for Diffusion Transformers
by: Shmilovich, Dor, et al.
Published: (2025)

Hilbert-Guided Sparse Local Attention
by: Li, Yunge, et al.
Published: (2025)

WaveFormer: Frequency-Time Decoupled Vision Modeling with Wave Equation
by: Shu, Zishan, et al.
Published: (2026)

Interpreting ResNet-based CLIP via Neuron-Attention Decomposition
by: Bu, Edmund, et al.
Published: (2025)

Causal Interpretation of Sparse Autoencoder Features in Vision
by: Han, Sangyu, et al.
Published: (2025)

Diagnosing and Repairing Unsafe Channels in Vision-Language Models via Causal Discovery and Dual-Modal Safety Subspace Projection
by: Fu, Jinhu, et al.
Published: (2026)

Attention-Guided Patch-Wise Sparse Adversarial Attacks on Vision-Language-Action Models
by: Zhang, Naifu, et al.
Published: (2025)

Subspace Alignment for Vision-Language Model Test-time Adaptation
by: Zeng, Zhichen, et al.
Published: (2026)

SPARC: Concept-Aligned Sparse Autoencoders for Cross-Model and Cross-Modal Interpretability
by: Nasiri-Sarvi, Ali, et al.
Published: (2025)

Vid-SME: Membership Inference Attacks against Large Video Understanding Models
by: Li, Qi, et al.
Published: (2025)

Black-box Membership Inference Attacks on the Pre-training Data of Image-generation Models
by: Qi, Tao, et al.
Published: (2026)

ViG: Linear-complexity Visual Sequence Learning with Gated Linear Attention
by: Liao, Bencheng, et al.
Published: (2024)

DistractMIA: Black-Box Membership Inference on Vision-Language Models via Semantic Distraction
by: Tang, Hongyi, et al.
Published: (2026)

Robust Multimodal Learning via Representation Decoupling
by: Wei, Shicai, et al.
Published: (2024)

Contrastive Representation Distillation via Multi-Scale Feature Decoupling
by: Wang, Cuipeng, et al.
Published: (2025)

SparseWorld: A Flexible, Adaptive, and Efficient 4D Occupancy World Model Powered by Sparse and Dynamic Queries
by: Dang, Chenxu, et al.
Published: (2025)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// 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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