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Bibliographic Details
Main Authors:	Kong, Xiangtao, Huang, Kexin, Li, Ping, Zhang, Lei
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	https://arxiv.org/abs/2410.14445
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A Cognitive Process-Inspired Architecture for Subject-Agnostic Brain Visual Decoding
by: Lu, Jingyu, et al.
Published: (2025)

MindBridge: A Cross-Subject Brain Decoding Framework
by: Wang, Shizun, et al.
Published: (2024)

BrainDecoder: Style-Based Visual Decoding of EEG Signals
by: Choi, Minsuk, et al.
Published: (2024)

Seeing Through the Brain: New Insights from Decoding Visual Stimuli with fMRI
by: Huang, Zheng, et al.
Published: (2025)

Brain-Inspired Capture: Evidence-Driven Neuromimetic Perceptual Simulation for Visual Decoding
by: Shao, Feixue, et al.
Published: (2026)

Dream to Generalize: Zero-Shot Model-Based Reinforcement Learning for Unseen Visual Distractions
by: Ha, Jeongsoo, et al.
Published: (2025)

CLIP-MUSED: CLIP-Guided Multi-Subject Visual Neural Information Semantic Decoding
by: Zhou, Qiongyi, et al.
Published: (2024)

Towards Generalizing Temporal Action Segmentation to Unseen Views
by: Bahrami, Emad, et al.
Published: (2025)

MoRE-Brain: Routed Mixture of Experts for Interpretable and Generalizable Cross-Subject fMRI Visual Decoding
by: Wei, Yuxiang, et al.
Published: (2025)

MindFormer: Semantic Alignment of Multi-Subject fMRI for Brain Decoding
by: Han, Inhwa, et al.
Published: (2024)

Beyond Known Fakes: Generalized Detection of AI-Generated Images via Post-hoc Distribution Alignment
by: Wang, Li, et al.
Published: (2025)

Towards Effective Multiple-in-One Image Restoration: A Sequential and Prompt Learning Strategy
by: Kong, Xiangtao, et al.
Published: (2024)

RandAR: Decoder-only Autoregressive Visual Generation in Random Orders
by: Pang, Ziqi, et al.
Published: (2024)

Brain Inspired Adaptive Memory Dual-Net for Few-Shot Image Classification
by: Di, Kexin, et al.
Published: (2025)

GenHOI: Generalizing Text-driven 4D Human-Object Interaction Synthesis for Unseen Objects
by: Li, Shujia, et al.
Published: (2025)

Lite-Mind: Towards Efficient and Robust Brain Representation Network
by: Gong, Zixuan, et al.
Published: (2023)

ViEEG: Hierarchical Visual Neural Representation for EEG Brain Decoding
by: Liu, Minxu, et al.
Published: (2025)

Seeing the Unseen: Zooming in the Dark with Event Cameras
by: Kai, Dachun, et al.
Published: (2026)

Brain-CLIPLM: Decoding Compressed Semantic Representations in EEG for Language Reconstruction
by: Yang, Xiaoli, et al.
Published: (2026)

VVS: Accelerating Speculative Decoding for Visual Autoregressive Generation via Partial Verification Skipping
by: Dong, Haotian, et al.
Published: (2025)

Multigranular Evaluation for Brain Visual Decoding
by: Xia, Weihao, et al.
Published: (2025)

UMBRAE: Unified Multimodal Brain Decoding
by: Xia, Weihao, et al.
Published: (2024)

Beyond the Safety Tax: Mitigating Unsafe Text-to-Image Generation via External Safety Rectification
by: Meng, Xiangtao, et al.
Published: (2025)

Efficient Prompt Tuning of Large Vision-Language Model for Fine-Grained Ship Classification
by: Lan, Long, et al.
Published: (2024)

NeurIPS: Neuro-anatomical Inductive Priors for Sphere-based Brain Decoding
by: Yu, Sijin, et al.
Published: (2026)

Sparrow: Text-Anchored Window Attention with Visual-Semantic Glimpsing for Speculative Decoding in Video LLMs
by: Zhang, Libo, et al.
Published: (2026)

BrainChat: Decoding Semantic Information from fMRI using Vision-language Pretrained Models
by: Huang, Wanaiu
Published: (2024)

Brain2Text Decoding Model Reveals the Neural Mechanisms of Visual Semantic Processing
by: Feng, Feihan, et al.
Published: (2025)

Speculative Decoding for Autoregressive Video Generation
by: Hu, Yuezhou, et al.
Published: (2026)

Wasserstein Equilibrium Decoding for Reliable Medical Visual Question Answering
by: Hagen, Luca, et al.
Published: (2026)

CoHD: A Counting-Aware Hierarchical Decoding Framework for Generalized Referring Expression Segmentation
by: Luo, Zhuoyan, et al.
Published: (2024)

Few-shot Class-Incremental Learning via Generative Co-Memory Regularization
by: Bao, Kexin, et al.
Published: (2026)

Locality-aware Parallel Decoding for Efficient Autoregressive Image Generation
by: Zhang, Zhuoyang, et al.
Published: (2025)

CognitionCapturerPro: Towards High-Fidelity Visual Decoding from EEG/MEG via Multi-modal Information and Asymmetric Alignment
by: Zhang, Kaifan, et al.
Published: (2026)

Negative-Guided Subject Fidelity Optimization for Zero-Shot Subject-Driven Generation
by: Shin, Chaehun, et al.
Published: (2025)

Prompting the Unseen: Detecting Hidden Backdoors in Black-Box Models
by: Huang, Zi-Xuan, et al.
Published: (2024)

From Flat to Round: Redefining Brain Decoding with Surface-Based fMRI and Cortex Structure
by: Yu, Sijin, et al.
Published: (2025)

Learning domain-invariant features through channel-level sparsification for Out-Of Distribution Generalization
by: Pei, Haoran, et al.
Published: (2026)

Quantitative Comparison of Fine-Tuning Techniques for Pretrained Latent Diffusion Models in the Generation of Unseen SAR Images
by: Debuysère, Solène, 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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