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Bibliographic Details
Main Authors:	Zhang, Huan, Zhang, Yanjian, Wisniewski, Guillaume, Tomeh, Nadi, Liu, Bang
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2602.08218
Tags:	Add Tag No Tags, Be the first to tag this record!

An Autoregressive Text-to-Graph Framework for Joint Entity and Relation Extraction
by: Zaratiana, Urchade, et al.
Published: (2024)

Manual Verbalizer Enrichment for Few-Shot Text Classification
by: Nguyen, Quang Anh, et al.
Published: (2024)

ToMMeR -- Efficient Entity Mention Detection from Large Language Models
by: Morand, Victor, et al.
Published: (2025)

CALM: Consensus-Aware Localized Merging for Multi-Task Learning
by: Yan, Kunda, et al.
Published: (2025)

PSO-Merging: Merging Models Based on Particle Swarm Optimization
by: Zhang, Kehao, et al.
Published: (2025)

BD-Merging: Bias-Aware Dynamic Model Merging with Evidence-Guided Contrastive Learning
by: Xie, Yuhan, et al.
Published: (2026)

Sparsity-Aware Low-Rank Representation for Efficient Fine-Tuning of Large Language Models
by: Zhang, Longteng, et al.
Published: (2026)

MergeMix: Optimizing Mid-Training Data Mixtures via Learnable Model Merging
by: Wang, Jiapeng, et al.
Published: (2026)

RaaS: Reasoning-Aware Attention Sparsity for Efficient LLM Reasoning
by: Hu, Junhao, et al.
Published: (2025)

MIN-Merging: Merge the Important Neurons for Model Merging
by: Liang, Yunfei
Published: (2025)

Tunable MAGMAX: Preference-Aware Model Merging for Continual Learning
by: Hiroshima, Kei, et al.
Published: (2026)

CABS: Conflict-Aware and Balanced Sparsification for Enhancing Model Merging
by: Yang, Zongzhen, et al.
Published: (2025)

Merging Smarter, Generalizing Better: Enhancing Model Merging on OOD Data
by: Zhang, Bingjie, et al.
Published: (2025)

On the Identifiability of Nonlinear ICA: Sparsity and Beyond
by: Zheng, Yujia, et al.
Published: (2022)

Improving MLLM Training Efficiency via Stage-Aware Sparsity
by: Shi, Kean, et al.
Published: (2025)

Enhancing Large Multimodal Models with Adaptive Sparsity and KV Cache Compression
by: Zhang, Te, et al.
Published: (2025)

MergeDNA: Context-aware Genome Modeling with Dynamic Tokenization through Token Merging
by: Li, Siyuan, et al.
Published: (2025)

Large Language Model Compression with Global Rank and Sparsity Optimization
by: Zhou, Changhai, et al.
Published: (2025)

Channel Merging: Preserving Specialization for Merged Experts
by: Zhang, Mingyang, et al.
Published: (2024)

Symmetry-Aware Graph Metanetwork Autoencoders: Model Merging through Parameter Canonicalization
by: Boufalis, Odysseas, et al.
Published: (2025)

From Coefficients to Directions: Rethinking Model Merging with Directional Alignment
by: Chen, Zhikang, et al.
Published: (2025)

GraphER: A Structure-aware Text-to-Graph Model for Entity and Relation Extraction
by: Zaratiana, Urchade, et al.
Published: (2024)

Sparsity in neural networks can improve their privacy
by: Gonon, Antoine, et al.
Published: (2023)

ALISA: Accelerating Large Language Model Inference via Sparsity-Aware KV Caching
by: Zhao, Youpeng, et al.
Published: (2024)

Bayesian Model Merging
by: Li, Kaiyang, et al.
Published: (2026)

FW-Merging: Scaling Model Merging with Frank-Wolfe Optimization
by: Chen, Hao Mark, et al.
Published: (2025)

EnriCo: Enriched Representation and Globally Constrained Inference for Entity and Relation Extraction
by: Zaratiana, Urchade, et al.
Published: (2024)

Amber Pruner: Leveraging N:M Activation Sparsity for Efficient Prefill in Large Language Models
by: An, Tai, et al.
Published: (2025)

Harnessing Agentic Evolution
by: Zhang, Jiayi, et al.
Published: (2026)

Dependency-Aware Semi-Structured Sparsity of GLU Variants in Large Language Models
by: Guo, Zhiyu, et al.
Published: (2024)

LLM-Barber: Block-Aware Rebuilder for Sparsity Mask in One-Shot for Large Language Models
by: Su, Yupeng, et al.
Published: (2024)

Decom-Renorm-Merge: Model Merging on the Right Space Improves Multitasking
by: Chaichana, Yuatyong, et al.
Published: (2025)

Towards the Connection between Activation Sparsity and Flat Minima
by: Peng, Ze, et al.
Published: (2026)

Model Merging: Foundations and Algorithms
by: Crisostomi, Donato
Published: (2026)

Model Merging in the Essential Subspace
by: Li, Longhua, et al.
Published: (2026)

WiSparse: Boosting LLM Inference Efficiency with Weight-Aware Mixed Activation Sparsity
by: Chen, Lei, et al.
Published: (2026)

Model Merging for Knowledge Editing
by: Fu, Zichuan, et al.
Published: (2025)

CAT Merging: A Training-Free Approach for Resolving Conflicts in Model Merging
by: Sun, Wenju, et al.
Published: (2025)

Defending Membership Inference Attacks via Privacy-aware Sparsity Tuning
by: Hu, Qiang, et al.
Published: (2024)

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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