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Bibliographic Details
Main Authors:	Wen, Bin, Zhang, Ruoxuan, Chen, Yang, Xie, Hongxia, Guo, Lan-Zhe
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence
Online Access:	https://arxiv.org/abs/2604.02734
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Verification Learning: Make Unsupervised Neuro-Symbolic System Feasible
by: Jia, Lin-Han, et al.
Published: (2025)

Lifting Traces to Logic: Programmatic Skill Induction with Neuro-Symbolic Learning for Long-Horizon Agentic Tasks
by: Shao, Jie-Jing, et al.
Published: (2026)

Hindsight Credit Assignment for Long-Horizon LLM Agents
by: Tan, Hui-Ze, et al.
Published: (2026)

Learning for Long-Horizon Planning via Neuro-Symbolic Abductive Imitation
by: Shao, Jie-Jing, et al.
Published: (2024)

HiMem: Hierarchical Long-Term Memory for LLM Long-Horizon Agents
by: Zhang, Ningning, et al.
Published: (2026)

Hera: Learning Long-Horizon Coordination for Device-Cloud Collaborative LLM Agents
by: Zhang, Yuxin, et al.
Published: (2026)

Advancing Multimodal Agent Reasoning with Long-Term Neuro-Symbolic Memory
by: Jiang, Rongjie, et al.
Published: (2026)

Neuro-Symbolic Artificial Intelligence: Towards Improving the Reasoning Abilities of Large Language Models
by: Yang, Xiao-Wen, et al.
Published: (2025)

TReMu: Towards Neuro-Symbolic Temporal Reasoning for LLM-Agents with Memory in Multi-Session Dialogues
by: Ge, Yubin, et al.
Published: (2025)

NeSyGeo: A Neuro-Symbolic Framework for Multimodal Geometric Reasoning Data Generation
by: Wu, Weiming, et al.
Published: (2025)

Continuum Memory Architectures for Long-Horizon LLM Agents
by: Logan, Joe
Published: (2026)

NeSy-Route: A Neuro-Symbolic Benchmark for Constrained Route Planning in Remote Sensing
by: Yang, Ming, et al.
Published: (2026)

Programmatic Context Augmentation for LLM-based Symbolic Regression
by: Liu, Hao, et al.
Published: (2026)

InfiAgent: An Infinite-Horizon Framework for General-Purpose Autonomous Agents
by: Yu, Chenglin, et al.
Published: (2026)

MindPower: Enabling Theory-of-Mind Reasoning in VLM-based Embodied Agents
by: Zhang, Ruoxuan, et al.
Published: (2025)

NeuSymMS: A Hybrid Neuro-Symbolic Memory System for Persistent, Self-Curating LLM Agents
by: Sultan, Mujahid, et al.
Published: (2026)

ConstraintLLM: A Neuro-Symbolic Framework for Industrial-Level Constraint Programming
by: Shi, Weichun, et al.
Published: (2025)

CookAnything: A Framework for Flexible and Consistent Multi-Step Recipe Image Generation
by: Zhang, Ruoxuan, et al.
Published: (2025)

Causal Intervention-Based Memory Selection for Long-Horizon LLM Agents
by: Srivastava, Saksham Sahai
Published: (2026)

A Progressive Visual-Logic-Aligned Framework for Ride-Hailing Adjudication
by: Wu, Weiming, et al.
Published: (2026)

MemPO: Self-Memory Policy Optimization for Long-Horizon Agents
by: Li, Ruoran, et al.
Published: (2026)

CoMIC: Collaborative Memory and Insights Circulation for Long-Horizon LLM Agents in Cloud-Edge Systems
by: Wang, Yannan, et al.
Published: (2026)

InfiAlign: A Scalable and Sample-Efficient Framework for Aligning LLMs to Enhance Reasoning Capabilities
by: Cai, Shuo, et al.
Published: (2025)

Chameleon: Episodic Memory for Long-Horizon Robotic Manipulation
by: Guo, Xinying, et al.
Published: (2026)

Can LLM Agents Sustain Long-Horizon Organizational Dynamics?
by: Zhu, Xuancheng, et al.
Published: (2026)

Neuro-Symbolic Entity Alignment via Variational Inference
by: Chen, Shengyuan, et al.
Published: (2024)

MindClaw: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
by: Zhang, Ruoxuan, et al.
Published: (2026)

Optimus-1: Hybrid Multimodal Memory Empowered Agents Excel in Long-Horizon Tasks
by: Li, Zaijing, et al.
Published: (2024)

Aligning Agents via Planning: A Benchmark for Trajectory-Level Reward Modeling
by: Wang, Jiaxuan, et al.
Published: (2026)

Neuro-Symbolic Generation and Validation of Memory-Aware Formal Function Specifications
by: Zhang, Liao, et al.
Published: (2026)

AIVV: Neuro-Symbolic LLM Agent-Integrated Verification and Validation for Trustworthy Autonomous Systems
by: Kwon, Jiyong, et al.
Published: (2026)

A Semantic Framework for Neuro-Symbolic Computing
by: Odense, Simon, et al.
Published: (2022)

Episodic-Semantic Memory Architecture for Long-Horizon Scientific Agents
by: Milosevic, Nikola
Published: (2026)

SAM: State-Adaptive Memory for Long-Horizon Reasoning Agent
by: Hu, Yuyang, et al.
Published: (2026)

WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents
by: Zhou, Siyu, et al.
Published: (2025)

A Challenge to Build Neuro-Symbolic Video Agents
by: Shah, Sahil, et al.
Published: (2025)

Reinforcement Learning for Long-Horizon Interactive LLM Agents
by: Chen, Kevin, et al.
Published: (2025)

Constructing a Neuro-Symbolic Mathematician from First Principles
by: Xie, Keqin
Published: (2025)

PinpointQA: A Dataset and Benchmark for Small Object-Centric Spatial Understanding in Indoor Videos
by: Zhou, Zhiyu, 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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