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Bibliographic Details
Main Authors:	Cui, Xuan, Li, Huiyue, Zeng, Run, Zhao, Yunfei, Qian, Jinrui, Duan, Wei, Liu, Bo, Zhou, Zhanpeng
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2603.13792
Tags:	Add Tag No Tags, Be the first to tag this record!

FIM-LoRA: Task-Informative Rank Allocation for LoRA via Calibration-Time Gradient-Variance Estimation
by: Sathyavageeswaran, Ramakrishnan
Published: (2026)

Gradient-Based LoRA Rank Allocation Under GRPO: An Empirical Study
by: Sawant, Yash Ganpat
Published: (2026)

LoRA-Edit: Controllable First-Frame-Guided Video Editing via Mask-Aware LoRA Fine-Tuning
by: Gao, Chenjian, et al.
Published: (2025)

DR-LoRA: Dynamic Rank LoRA for Fine-Tuning Mixture-of-Experts Models
by: Deng, Guanzhi, et al.
Published: (2026)

LoRA-GA: Low-Rank Adaptation with Gradient Approximation
by: Wang, Shaowen, et al.
Published: (2024)

GeLoRA: Geometric Adaptive Ranks For Efficient LoRA Fine-tuning
by: Ed-dib, Abdessalam, et al.
Published: (2024)

HyperAdaLoRA: Accelerating LoRA Rank Allocation During Training via Hypernetworks without Sacrificing Performance
by: Zhang, Hao, et al.
Published: (2025)

Adaptive LoRA Experts Allocation and Selection for Federated Fine-Tuning
by: Wang, Lei, et al.
Published: (2025)

SAMoRA: Semantic-Aware Mixture of LoRA Experts for Task-Adaptive Learning
by: Shi, Boyan, et al.
Published: (2026)

LoRA-drop: Efficient LoRA Parameter Pruning based on Output Evaluation
by: Zhou, Hongyun, et al.
Published: (2024)

ALTO: Adaptive LoRA Tuning and Orchestration for Heterogeneous LoRA Training Workloads
by: Zuo, Jingwei, et al.
Published: (2026)

TC-LoRA: Temporally Modulated Conditional LoRA for Adaptive Diffusion Control
by: Cho, Minkyoung, et al.
Published: (2025)

C-LoRA: Contextual Low-Rank Adaptation for Uncertainty Estimation in Large Language Models
by: Rahmati, Amir Hossein, et al.
Published: (2025)

Rank-Accuracy Trade-off for LoRA: A Gradient-Flow Analysis
by: Rushka, Michael, et al.
Published: (2026)

Minimal Ranks, Maximum Confidence: Parameter-efficient Uncertainty Quantification for LoRA
by: Marszałek, Patryk, et al.
Published: (2025)

PeriodicLoRA: Breaking the Low-Rank Bottleneck in LoRA Optimization
by: Meng, Xiangdi, et al.
Published: (2024)

AC-LoRA: Auto Component LoRA for Personalized Artistic Style Image Generation
by: Cui, Zhipu, et al.
Published: (2025)

Flexi-LoRA with Input-Adaptive Ranks: Efficient Finetuning for Speech and Reasoning Tasks
by: Li, Zongqian, et al.
Published: (2026)

Meta-LoRA: Meta-Learning LoRA Components for Domain-Aware ID Personalization
by: Topal, Barış Batuhan, et al.
Published: (2025)

CA-LoRA: Concept-Aware LoRA for Domain-Aligned Segmentation Dataset Generation
by: Park, Minho, et al.
Published: (2025)

On the Convergence Rate of LoRA Gradient Descent
by: Mu, Siqiao, et al.
Published: (2025)

S-LoRA: Serving Thousands of Concurrent LoRA Adapters
by: Sheng, Ying, et al.
Published: (2023)

NP-LoRA: Null Space Projection for Subject-Style LoRA Fusion
by: Chen, Chuheng, et al.
Published: (2025)

Rethinking the Rank Threshold for LoRA Fine-Tuning
by: Park, Juneyoung
Published: (2026)

LangVision-LoRA-NAS: Neural Architecture Search for Variable LoRA Rank in Vision Language Models
by: Chitty-Venkata, Krishna Teja, et al.
Published: (2025)

U-Face: An Efficient and Generalizable Framework for Unsupervised Facial Attribute Editing via Subspace Learning
by: Liu, Bo, et al.
Published: (2026)

RAIE: Region-Aware Incremental Preference Editing with LoRA for LLM-based Recommendation
by: Zeng, Jin, et al.
Published: (2026)

LoRA-FA: Efficient and Effective Low Rank Representation Fine-tuning
by: Zhang, Longteng, et al.
Published: (2023)

Run LoRA Run: Faster and Lighter LoRA Implementations
by: Cherniuk, Daria, et al.
Published: (2023)

Dual LoRA: Enhancing LoRA with Magnitude and Direction Updates
by: Xu, Yixing, et al.
Published: (2025)

Conditional LoRA Parameter Generation
by: Jin, Xiaolong, et al.
Published: (2024)

CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning
by: He, Jiangpeng, et al.
Published: (2025)

QuAILoRA: Quantization-Aware Initialization for LoRA
by: Lawton, Neal, et al.
Published: (2024)

LoRA Done RITE: Robust Invariant Transformation Equilibration for LoRA Optimization
by: Yen, Jui-Nan, et al.
Published: (2024)

SCALE-LoRA: Auditing Post-Retrieval LoRA Composition with Residual Merging and View Reliability
by: Zhou, Shuaipeng, et al.
Published: (2026)

LoRA-Mixer: Coordinate Modular LoRA Experts Through Serial Attention Routing
by: Li, Wenbing, et al.
Published: (2025)

Not All Layers Are Created Equal: Adaptive LoRA Ranks for Personalized Image Generation
by: Shenaj, Donald, et al.
Published: (2026)

AuroRA: Breaking Low-Rank Bottleneck of LoRA with Nonlinear Mapping
by: Dong, Haonan, et al.
Published: (2025)

L1RA: Dynamic Rank Assignment in LoRA Fine-Tuning
by: Singh, Raul, 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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