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Bibliographic Details
Main Authors:	Guo, Zirun, Jin, Tao
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Machine Learning
Online Access:	https://arxiv.org/abs/2503.10358
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ConceptGuard: Proactive Safety in Text-and-Image-to-Video Generation through Multimodal Risk Detection
by: Ma, Ruize, et al.
Published: (2025)

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

Efficient Prompting for Continual Adaptation to Missing Modalities
by: Guo, Zirun, et al.
Published: (2025)

Observe-R1: Unlocking Reasoning Abilities of MLLMs with Dynamic Progressive Reinforcement Learning
by: Guo, Zirun, et al.
Published: (2025)

LLM-I: LLMs are Naturally Interleaved Multimodal Creators
by: Guo, Zirun, et al.
Published: (2025)

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter
by: Guo, Zirun, et al.
Published: (2024)

Classifier-guided Gradient Modulation for Enhanced Multimodal Learning
by: Guo, Zirun, et al.
Published: (2024)

Mitigating Catastrophic Forgetting and Mode Collapse in Text-to-Image Diffusion via Latent Replay
by: Otani, Aoi
Published: (2025)

AlignGuard: Scalable Safety Alignment for Text-to-Image Generation
by: Liu, Runtao, et al.
Published: (2024)

Forget Many, Forget Right: Scalable and Precise Concept Unlearning in Diffusion Models
by: Deng, Kaiyuan, et al.
Published: (2026)

More Than Memory Savings: Zeroth-Order Optimization Mitigates Forgetting in Continual Learning
by: Yu, Wanhao, et al.
Published: (2025)

Directional Textual Inversion for Personalized Text-to-Image Generation
by: Kim, Kunhee, et al.
Published: (2025)

Forget Less by Learning Together through Concept Consolidation
by: Kaushik, Arjun Ramesh, et al.
Published: (2026)

SAFREE: Training-Free and Adaptive Guard for Safe Text-to-Image And Video Generation
by: Yoon, Jaehong, et al.
Published: (2024)

Forget-It-All: Multi-Concept Machine Unlearning via Concept-Aware Neuron Masking
by: Deng, Kaiyuan, et al.
Published: (2026)

APO: Enhancing Reasoning Ability of MLLMs via Asymmetric Policy Optimization
by: Hong, Minjie, et al.
Published: (2025)

Overcoming Catastrophic Forgetting in Visual Continual Learning with Reinforcement Fine-Tuning
by: Lou, Meng, et al.
Published: (2026)

Handling Imbalanced Pseudolabels for Vision-Language Models with Concept Alignment and Confusion-Aware Calibrated Margin
by: Wang, Yuchen, et al.
Published: (2025)

Anti-Forgetting Adaptation for Unsupervised Person Re-identification
by: Chen, Hao, et al.
Published: (2024)

Lego: Learning to Disentangle and Invert Personalized Concepts Beyond Object Appearance in Text-to-Image Diffusion Models
by: Motamed, Saman, et al.
Published: (2023)

Sculpting Memory: Multi-Concept Forgetting in Diffusion Models via Dynamic Mask and Concept-Aware Optimization
by: Li, Gen, et al.
Published: (2025)

Mitigating Bias in Concept Bottleneck Models for Fair and Interpretable Image Classification
by: Tong, Schrasing, et al.
Published: (2026)

ConText-CIR: Learning from Concepts in Text for Composed Image Retrieval
by: Xing, Eric, et al.
Published: (2025)

Latent Guard: a Safety Framework for Text-to-image Generation
by: Liu, Runtao, et al.
Published: (2024)

DraCo: Draft as CoT for Text-to-Image Preview and Rare Concept Generation
by: Jiang, Dongzhi, et al.
Published: (2025)

Continual Learning: Less Forgetting, More OOD Generalization via Adaptive Contrastive Replay
by: Rezaei, Hossein, et al.
Published: (2024)

Progressive Compositionality in Text-to-Image Generative Models
by: Han, Evans Xu, et al.
Published: (2024)

ConceptBed: Evaluating Concept Learning Abilities of Text-to-Image Diffusion Models
by: Patel, Maitreya, et al.
Published: (2023)

Assessing Open-world Forgetting in Generative Image Model Customization
by: Laria, Héctor, et al.
Published: (2024)

GRPO-Guard: Mitigating Implicit Over-Optimization in Flow Matching via Regulated Clipping
by: Wang, Jing, et al.
Published: (2025)

Steering Guidance for Personalized Text-to-Image Diffusion Models
by: Park, Sunghyun, et al.
Published: (2025)

DriftGuard: A Hierarchical Framework for Concept Drift Detection and Remediation in Supply Chain Forecasting
by: Alam, Shahnawaz, et al.
Published: (2026)

ReText: Text Boosts Generalization in Image-Based Person Re-identification
by: Mamedov, Timur, et al.
Published: (2026)

Continual Learning for VLMs: A Survey and Taxonomy Beyond Forgetting
by: Liu, Yuyang, et al.
Published: (2025)

Continual Learning of Achieving Forgetting-free and Positive Knowledge Transfer
by: Wang, Zhi, et al.
Published: (2026)

Knowledge Accumulation in Continually Learned Representations and the Issue of Feature Forgetting
by: Hess, Timm, et al.
Published: (2023)

Preventing Catastrophic Forgetting through Memory Networks in Continuous Detection
by: Bhatt, Gaurav, et al.
Published: (2024)

Robust Continual Unlearning against Knowledge Erosion and Forgetting Reversal
by: Park, Eun-Ju, et al.
Published: (2026)

BiasMap: Leveraging Cross-Attentions to Discover and Mitigate Hidden Social Biases in Text-to-Image Generation
by: Chakraborty, Rajatsubhra, 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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