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Bibliographic Details
Main Authors:	Zhang, Duzhen, Wang, Zixiao, Li, Zhong-Zhi, Yu, Yahan, Jia, Shuncheng, Dong, Jiahua, Xu, Haotian, Wu, Xing, Zhang, Yingying, Zhang, Tielin, Yang, Jie, Chen, Xiuying, Song, Le
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	https://arxiv.org/abs/2508.12393
Tags:	Add Tag No Tags, Be the first to tag this record!

Federated Incremental Named Entity Recognition
by: Zhang, Duzhen, et al.
Published: (2024)

Beyond Profile: From Surface-Level Facts to Deep Persona Simulation in LLMs
by: Wang, Zixiao, et al.
Published: (2025)

Biologically-Plausible Topology Improved Spiking Actor Network for Efficient Deep Reinforcement Learning
by: Zhang, Duzhen, et al.
Published: (2024)

Enhancing Multimodal Continual Instruction Tuning with BranchLoRA
by: Zhang, Duzhen, et al.
Published: (2025)

UrbanKGent: A Unified Large Language Model Agent Framework for Urban Knowledge Graph Construction
by: Ning, Yansong, et al.
Published: (2024)

Information-Theoretic Complementary Prompts for Improved Continual Text Classification
by: Zhang, Duzhen, et al.
Published: (2025)

Revisiting Continual Semantic Segmentation with Pre-trained Vision Models
by: Zhang, Duzhen, et al.
Published: (2025)

LifelongAgentBench: Evaluating LLM Agents as Lifelong Learners
by: Zheng, Junhao, et al.
Published: (2025)

MM-LLMs: Recent Advances in MultiModal Large Language Models
by: Zhang, Duzhen, et al.
Published: (2024)

A Spatio-Temporal Hybrid Quantum-Classical Graph Convolutional Neural Network Approach for Urban Taxi Destination Prediction
by: Zhang, Xiuying, et al.
Published: (2025)

BioXArena: Benchmarking LLM Agents on Multi-Modal Biomedical Machine Learning Tasks
by: Li, Loka, et al.
Published: (2026)

Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving
by: Mai, Xinji, et al.
Published: (2025)

MemR$^3$: Memory Retrieval via Reflective Reasoning for LLM Agents
by: Du, Xingbo, et al.
Published: (2025)

Exploring Stability-Plasticity Trade-offs for Continual Named Entity Recognition
by: Zhang, Duzhen, et al.
Published: (2025)

MedFlowSeg: Flow Matching for Medical Image Segmentation with Frequency-Aware Attention
by: Chen, Zhi, et al.
Published: (2026)

MedExAgent: Training LLM Agents to Ask, Examine, and Diagnose in Noisy Clinical Environments
by: Gao, Yicheng, et al.
Published: (2026)

Learning to Evolve: Bayesian-Guided Continual Knowledge Graph Embedding
by: Li, Linyu, et al.
Published: (2025)

STK-Adapter: Incorporating Evolving Graph and Event Chain for Temporal Knowledge Graph Extrapolation
by: Zhao, Shuyuan, et al.
Published: (2026)

CURE-Med: Curriculum-Informed Reinforcement Learning for Multilingual Medical Reasoning
by: Onyame, Eric, et al.
Published: (2026)

EXG: Self-Evolving Agents with Experience Graphs
by: Jin, Yuxin, et al.
Published: (2026)

Research Advances and New Paradigms for Biology-inspired Spiking Neural Networks
by: Zheng, Tianyu, et al.
Published: (2024)

Automatic Knowledge Graph Construction for Judicial Cases
by: Zhou, Jie, et al.
Published: (2024)

Online Detection of Anomalies in Temporal Knowledge Graphs with Interpretability
by: Zhang, Jiasheng, et al.
Published: (2024)

From System 1 to System 2: A Survey of Reasoning Large Language Models
by: Li, Zhong-Zhi, et al.
Published: (2025)

MedG-KRP: Medical Graph Knowledge Representation Probing
by: Rosenbaum, Gabriel R., et al.
Published: (2024)

MedCEG: Reinforcing Verifiable Medical Reasoning with Critical Evidence Graph
by: Mu, Linjie, et al.
Published: (2025)

MEDMKG: Benchmarking Medical Knowledge Exploitation with Multimodal Knowledge Graph
by: Wang, Xiaochen, et al.
Published: (2025)

MedSpeak: A Knowledge Graph-Aided ASR Error Correction Framework for Spoken Medical QA
by: Song, Yutong, et al.
Published: (2026)

Fourier or Wavelet bases as counterpart self-attention in spikformer for efficient visual classification
by: Wang, Qingyu, et al.
Published: (2024)

Attacks on Approximate Caches in Text-to-Image Diffusion Models
by: Sun, Desen, et al.
Published: (2025)

MedS$^3$: Towards Medical Slow Thinking with Self-Evolved Soft Dual-sided Process Supervision
by: Jiang, Shuyang, et al.
Published: (2025)

MedKP: Medical Dialogue with Knowledge Enhancement and Clinical Pathway Encoding
by: Wu, Jiageng, et al.
Published: (2024)

MedDiT: A Knowledge-Controlled Diffusion Transformer Framework for Dynamic Medical Image Generation in Virtual Simulated Patient
by: Li, Yanzeng, et al.
Published: (2024)

UI-Evol: Automatic Knowledge Evolving for Computer Use Agents
by: Zhang, Ziyun, et al.
Published: (2025)

Bring Your Dreams to Life: Continual Text-to-Video Customization
by: Dong, Jiahua, et al.
Published: (2025)

MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning
by: Tang, Xiangru, et al.
Published: (2023)

MedCore: Boundary-Preserving Medical Core Pruning for MedSAM
by: Zhang, Cenwei, et al.
Published: (2026)

How to Continually Adapt Text-to-Image Diffusion Models for Flexible Customization?
by: Dong, Jiahua, et al.
Published: (2024)

Beyond Isolation: Multi-Agent Synergy for Improving Knowledge Graph Construction
by: Ye, Hongbin, et al.
Published: (2023)

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// 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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