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Bibliographic Details
Main Authors:	Li, Yixuan, Cai, Mingshu, Xiao, Ziyang, Wang, Wanyuan, Deng, Yanchen, An, Bo
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence Computation and Language Multiagent Systems
Online Access:	https://arxiv.org/abs/2605.08670
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SkillAdaptor: Self-Adapting Skills for LLM Agents from Trajectories
by: Yu, Zhuoyun, et al.
Published: (2026)

Experience Compression Spectrum: Unifying Memory, Skills, and Rules in LLM Agents
by: Zhang, Xing, et al.
Published: (2026)

SkillX: Automatically Constructing Skill Knowledge Bases for Agents
by: Wang, Chenxi, et al.
Published: (2026)

EvoSkill: Automated Skill Discovery for Multi-Agent Systems
by: Alzubi, Salaheddin, et al.
Published: (2026)

QUACK: Questioning, Understanding, and Auditing Communicated Knowledge in Multimodal Social Deduction Agents
by: Yuan, Ye, et al.
Published: (2026)

Training Language Models for Social Deduction with Multi-Agent Reinforcement Learning
by: Sarkar, Bidipta, et al.
Published: (2025)

MUSE-Autoskill: Self-Evolving Agents via Skill Creation, Memory, Management, and Evaluation
by: Lin, Huawei, et al.
Published: (2026)

When Single-Agent with Skills Replace Multi-Agent Systems and When They Fail
by: Li, Xiaoxiao
Published: (2026)

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology
by: Nie, Zheng, et al.
Published: (2026)

SkillSafetyBench: Evaluating Agent Safety under Skill-Facing Attack Surfaces
by: Jin, Chang, et al.
Published: (2026)

Trace2Skill: Verifier-Guided Skill Evolution for Long-Context EDA Agents
by: Du, Zijian, et al.
Published: (2026)

Don't Retrieve, Navigate: Distilling Enterprise Knowledge into Navigable Agent Skills for QA and RAG
by: Sun, Yiqun, et al.
Published: (2026)

SkillGen: Verified Inference-Time Agent Skill Synthesis
by: Ma, Yuchen, et al.
Published: (2026)

ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning
by: Sun, Yu, et al.
Published: (2025)

A Multi-Memory Segment System for Generating High-Quality Long-Term Memory Content in Agents
by: Zhang, Gaoke, et al.
Published: (2025)

SkillNet: Create, Evaluate, and Connect AI Skills
by: Liang, Yuan, et al.
Published: (2026)

LegalGraphRAG: Multi-Agent Graph Retrieval-Augmented Generation for Reliable Legal Reasoning
by: Chen, Zerui, et al.
Published: (2026)

Lying with Truths: Open-Channel Multi-Agent Collusion for Belief Manipulation via Generative Montage
by: Hu, Jinwei, et al.
Published: (2026)

Multi-Agent Collaboration via Evolving Orchestration
by: Dang, Yufan, et al.
Published: (2025)

iMAD: Intelligent Multi-Agent Debate for Efficient and Accurate LLM Inference
by: Fan, Wei, et al.
Published: (2025)

GUARDIAN: Safeguarding LLM Multi-Agent Collaborations with Temporal Graph Modeling
by: Zhou, Jialong, et al.
Published: (2025)

KernelSkill: A Multi-Agent Framework for GPU Kernel Optimization
by: Sun, Qitong, et al.
Published: (2026)

Skill-Aligned Fairness in Multi-Agent Learning for Collaboration in Healthcare
by: Ekpo, Promise Osaine, et al.
Published: (2025)

MASLab: A Unified and Comprehensive Codebase for LLM-based Multi-Agent Systems
by: Ye, Rui, et al.
Published: (2025)

SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System
by: Pan, Shuai, et al.
Published: (2026)

CodeClinic: Evaluating Automation of Coding Skills for Clinical Reasoning Agents
by: Ossowski, Timothy, et al.
Published: (2026)

UnityMAS-O: A General RL Optimization Framework for LLM-Based Multi-Agent Systems
by: Chen, Yiqun, et al.
Published: (2026)

HARBOR: Exploring Persona Dynamics in Multi-Agent Competition
by: Jiang, Kenan, et al.
Published: (2025)

Prompt Injection Detection and Mitigation via AI Multi-Agent NLP Frameworks
by: Gosmar, Diego, et al.
Published: (2025)

GraphTeam: Facilitating Large Language Model-based Graph Analysis via Multi-Agent Collaboration
by: Li, Xin, et al.
Published: (2024)

SciAgent: A Unified Multi-Agent System for Generalistic Scientific Reasoning
by: Li, Xuchen, et al.
Published: (2025)

MolClaw: An Autonomous Agent with Hierarchical Skills for Drug Molecule Evaluation, Screening, and Optimization
by: Zhang, Lisheng, et al.
Published: (2026)

Learning Generalizable Skills from Offline Multi-Task Data for Multi-Agent Cooperation
by: Liu, Sicong, et al.
Published: (2025)

LinguistAgent: A Reflective Multi-Model Platform for Automated Linguistic Annotation
by: Li, Bingru
Published: (2026)

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration
by: Bian, Haoyu, et al.
Published: (2026)

TopoDIM: One-shot Topology Generation of Diverse Interaction Modes for Multi-Agent Systems
by: Sun, Rui, et al.
Published: (2026)

DDO: Dual-Decision Optimization for LLM-Based Medical Consultation via Multi-Agent Collaboration
by: Jia, Zhihao, et al.
Published: (2025)

Agent Primitives: Reusable Latent Building Blocks for Multi-Agent Systems
by: Jin, Haibo, et al.
Published: (2026)

Grammar Search for Multi-Agent Systems
by: Singh, Mayank, 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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