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Bibliographic Details
Main Authors:	Cheng, Xilong, Qin, Yunxiao, Tan, Yuting, Li, Zhengnan, Wang, Ye, Xiao, Hongjiang, Zhang, Yuan
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	https://arxiv.org/abs/2505.12814
Tags:	Add Tag No Tags, Be the first to tag this record!

Towards Stable Self-Supervised Object Representations in Unconstrained Egocentric Video
by: Tan, Yuting, et al.
Published: (2026)

FSMLP: Modelling Channel Dependencies With Simplex Theory Based Multi-Layer Perceptions In Frequency Domain
by: Li, Zhengnan, et al.
Published: (2024)

Role-Playing Agents Driven by Large Language Models: Current Status, Challenges, and Future Trends
by: Wang, Ye, et al.
Published: (2026)

PsyPlay: Personality-Infused Role-Playing Conversational Agents
by: Yang, Tao, et al.
Published: (2025)

MemLLM: Finetuning LLMs to Use An Explicit Read-Write Memory
by: Modarressi, Ali, et al.
Published: (2024)

Casevo: A Cognitive Agents and Social Evolution Simulator
by: Jiang, Zexun, et al.
Published: (2024)

Fine-Mem: Fine-Grained Feedback Alignment for Long-Horizon Memory Management
by: Ma, Weitao, et al.
Published: (2026)

MemAscend: System Memory Optimization for SSD-Offloaded LLM Fine-Tuning
by: Liaw, Yong-Cheng, et al.
Published: (2025)

MemCam: Memory-Augmented Camera Control for Consistent Video Generation
by: Gao, Xinhang, et al.
Published: (2026)

MemFine: Memory-Aware Fine-Grained Scheduling for MoE Training
by: Zhao, Lu, et al.
Published: (2025)

MemLens: Benchmarking Multimodal Long-Term Memory in Large Vision-Language Models
by: Ren, Xiyu, et al.
Published: (2026)

Lost in Diffusion: Uncovering Hallucination Patterns and Failure Modes in Diffusion Large Language Models
by: Guo, Zhengnan, et al.
Published: (2026)

StructMem: Structured Memory for Long-Horizon Behavior in LLMs
by: Xu, Buqiang, et al.
Published: (2026)

FineQ: Software-Hardware Co-Design for Low-Bit Fine-Grained Mixed-Precision Quantization of LLMs
by: Xie, Xilong, et al.
Published: (2025)

Bi-Mem: Bidirectional Construction of Hierarchical Memory for Personalized LLMs via Inductive-Reflective Agents
by: Mao, Wenyu, et al.
Published: (2026)

MosaicMem: Hybrid Spatial Memory for Controllable Video World Models
by: Yu, Wei, et al.
Published: (2026)

FreshMem: Brain-Inspired Frequency-Space Hybrid Memory for Streaming Video Understanding
by: Li, Kangcong, et al.
Published: (2026)

Beware of Your Po! Measuring and Mitigating AI Safety Risks in Role-Play Fine-Tuning of LLMs
by: Zhao, Weixiang, et al.
Published: (2025)

RealMem: Benchmarking LLMs in Real-World Memory-Driven Interaction
by: Bian, Haonan, et al.
Published: (2026)

InfMem: Learning System-2 Memory Control for Long-Context Agent
by: Wang, Xinyu, et al.
Published: (2026)

Memory-Driven Role-Playing: Evaluation and Enhancement of Persona Knowledge Utilization in LLMs
by: Wang, Kai, et al.
Published: (2026)

MemDLM: Memory-Enhanced DLM Training
by: Pei, Zehua, et al.
Published: (2026)

MemSifter: Offloading LLM Memory Retrieval via Outcome-Driven Proxy Reasoning
by: Tan, Jiejun, et al.
Published: (2026)

MemOrb: A Plug-and-Play Verbal-Reinforcement Memory Layer for E-Commerce Customer Service
by: Huang, Yizhe, et al.
Published: (2025)

Moving Groups in the Solar Neighborhood with Gaia, APOGEE, GALAH, and LAMOST: Dynamical Effects Gather Gas and the Ensuing Star Formation Plays an Important Role in Shaping the Stellar Velocity Distributions
by: Liang, Xilong, et al.
Published: (2024)

FlashMem: Distilling Intrinsic Latent Memory via Computation Reuse
by: Hou, Yubo, et al.
Published: (2026)

GraphICL: Unlocking Graph Learning Potential in LLMs through Structured Prompt Design
by: Sun, Yuanfu, et al.
Published: (2025)

MemInsight: Autonomous Memory Augmentation for LLM Agents
by: Salama, Rana, et al.
Published: (2025)

StockMem: An Event-Reflection Memory Framework for Stock Forecasting
by: Wang, He, et al.
Published: (2025)

MemSearcher: Training LLMs to Reason, Search and Manage Memory via End-to-End Reinforcement Learning
by: Yuan, Qianhao, et al.
Published: (2025)

FluxMem: Adaptive Hierarchical Memory for Streaming Video Understanding
by: Xie, Yiweng, et al.
Published: (2026)

The Sector Liquidity Timing Ability of Bond Mutual Funds
by: Zhengnan Yin, et al.
Published: (2026)

Self-Prompt Tuning: Enable Autonomous Role-Playing in LLMs
by: Kong, Aobo, et al.
Published: (2024)

FadeMem: Biologically-Inspired Forgetting for Efficient Agent Memory
by: Wei, Lei, et al.
Published: (2026)

MemMamba: Rethinking Memory Patterns in State Space Model
by: Wang, Youjin, et al.
Published: (2025)

D-Mem: A Dual-Process Memory System for LLM Agents
by: You, Zhixing, et al.
Published: (2026)

Psi Unisc
Published: (2019)

MemCtrl: Using MLLMs as Active Memory Controllers on Embodied Agents
by: Dorbala, Vishnu Sashank, et al.
Published: (2026)

Towards Explicit Acoustic Evidence Perception in Audio LLMs for Speech Deepfake Detection
by: Guo, Xiaoxuan, et al.
Published: (2026)

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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