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Bibliographic Details
Main Authors:	Wang, Liman, Zhong, Hanyang
Format:	Preprint
Published:	2023
Subjects:	Artificial Intelligence
Online Access:	https://arxiv.org/abs/2312.16127
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FENet: Focusing Enhanced Network for Lane Detection
by: Wang, Liman, et al.
Published: (2023)

MLLM-Fabric: Multimodal Large Language Model-Driven Robotic Framework for Fabric Sorting and Selection
by: Wang, Liman, et al.
Published: (2025)

CATP-LLM: Empowering Large Language Models for Cost-Aware Tool Planning
by: Wu, Duo, et al.
Published: (2024)

SPRI: Aligning Large Language Models with Context-Situated Principles
by: Zhan, Hongli, et al.
Published: (2025)

Safety Aware Task Planning via Large Language Models in Robotics
by: Khan, Azal Ahmad, et al.
Published: (2025)

LLM+MAP: Bimanual Robot Task Planning using Large Language Models and Planning Domain Definition Language
by: Chu, Kun, et al.
Published: (2025)

AquaVLM: Improving Underwater Situation Awareness with Mobile Vision Language Models
by: Tian, Beitong, et al.
Published: (2025)

ReCAP: Recursive Context-Aware Reasoning and Planning for Large Language Model Agents
by: Zhang, Zhenyu, et al.
Published: (2025)

Deep Learning Based Situation Awareness for Multiple Missiles Evasion
by: Scukins, Edvards, et al.
Published: (2024)

SPREG: Structured Plan Repair with Entropy-Guided Test-Time Intervention for Large Language Model Reasoning
by: Wang, Xuan, et al.
Published: (2026)

Towards A Holistic Landscape of Situated Theory of Mind in Large Language Models
by: Ma, Ziqiao, et al.
Published: (2023)

To Trust or Not to Trust? Enhancing Large Language Models' Situated Faithfulness to External Contexts
by: Huang, Yukun, et al.
Published: (2024)

Using Large Language Models to Categorize Strategic Situations and Decipher Motivations Behind Human Behaviors
by: Xie, Yutong, et al.
Published: (2025)

LLM3:Large Language Model-based Task and Motion Planning with Motion Failure Reasoning
by: Wang, Shu, et al.
Published: (2024)

GPrune-LLM: Generalization-Aware Structured Pruning for Large Language Models
by: Liu, Xiaoyun, et al.
Published: (2026)

PlanLLM: Video Procedure Planning with Refinable Large Language Models
by: Yang, Dejie, et al.
Published: (2024)

LLM-A*: Large Language Model Enhanced Incremental Heuristic Search on Path Planning
by: Meng, Silin, et al.
Published: (2024)

Robot Task Planning and Situation Handling in Open Worlds
by: Ding, Yan, et al.
Published: (2022)

Evaluating SAP Joule for Code Generation
by: Heisler, Joshua, et al.
Published: (2025)

Principles2Plan: LLM-Guided System for Operationalising Ethical Principles into Plans
by: Zhong, Tammy, et al.
Published: (2025)

Novelty Adaptation Through Hybrid Large Language Model (LLM)-Symbolic Planning and LLM-guided Reinforcement Learning
by: Lu, Hong, et al.
Published: (2026)

PlanU: Large Language Model Reasoning through Planning under Uncertainty
by: Deng, Ziwei, et al.
Published: (2025)

Situational Awareness Matters in 3D Vision Language Reasoning
by: Man, Yunze, et al.
Published: (2024)

From Stateless to Situated: Building a Psychological World for LLM-Based Emotional Support
by: Zhao, Boning, et al.
Published: (2026)

The Detection-Extraction Gap: Models Know the Answer Before They Can Say It
by: Wang, Hanyang, et al.
Published: (2026)

Symphony-MoE: Harmonizing Disparate Pre-trained Models into a Coherent Mixture-of-Experts
by: Wang, Qi, et al.
Published: (2025)

Bidirectional Emergent Language in Situated Environments
by: Wolff, Cornelius, et al.
Published: (2024)

Situationally-Aware Dynamics Learning
by: Murillo-Gonzalez, Alejandro, et al.
Published: (2025)

On the Limits of Innate Planning in Large Language Models
by: Schepanowski, Charles, et al.
Published: (2025)

Strategy-Augmented Planning for Large Language Models via Opponent Exploitation
by: Xu, Shuai, et al.
Published: (2025)

PickLLM: Context-Aware RL-Assisted Large Language Model Routing
by: Sikeridis, Dimitrios, et al.
Published: (2024)

Situated Ground Truths: Enhancing Bias-Aware AI by Situating Data Labels with SituAnnotate
by: Pandiani, Delfina Sol Martinez, et al.
Published: (2024)

Plan, Verify and Fill: A Structured Parallel Decoding Approach for Diffusion Language Models
by: Li, Miao, et al.
Published: (2026)

G-SAP: Graph-based Structure-Aware Prompt Learning over Heterogeneous Knowledge for Commonsense Reasoning
by: Dai, Ruiting, et al.
Published: (2024)

Cognitively Layered Data Synthesis for Domain Adaptation of LLMs to Space Situational Awareness
by: Linghu, Ding, et al.
Published: (2026)

Conformal Temporal Logic Planning using Large Language Models
by: Wang, Jun, et al.
Published: (2023)

LLM-State: Open World State Representation for Long-horizon Task Planning with Large Language Model
by: Chen, Siwei, et al.
Published: (2023)

Revisiting the Travel Planning Capabilities of Large Language Models
by: Zhang, Bo-Wen, et al.
Published: (2026)

MSP-LLM: A Unified Large Language Model Framework for Complete Material Synthesis Planning
by: Noh, Heewoong, et al.
Published: (2026)

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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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