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Bibliographic Details
Main Authors:	Zhao, Boning, Hu, Clover, Li, Xinnuo
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence
Online Access:	https://arxiv.org/abs/2603.25031
Tags:	Add Tag No Tags, Be the first to tag this record!

Emotion Talk: Emotional Support via Audio Messages for Psychological Assistance
by: Almada, Fabrycio Leite Nakano, et al.
Published: (2024)

Gradient Multi-Normalization for Stateless and Scalable LLM Training
by: Scetbon, Meyer, et al.
Published: (2025)

SWAN: SGD with Normalization and Whitening Enables Stateless LLM Training
by: Ma, Chao, et al.
Published: (2024)

LEKIA: Expert-Aligned AI Behavior Design for High-Risk Human-AI Interactions
by: Zhao, Boning, et al.
Published: (2025)

Stateless Decision Memory for Enterprise AI Agents
by: Srinivasan, Vasundra
Published: (2026)

Comprehensive Forecasting-Based Analysis of Hybrid and Stacked Stateful/ Stateless Models
by: Saha, Swayamjit
Published: (2024)

Emotional Support with LLM-based Empathetic Dialogue Generation
by: Wang, Shiquan, et al.
Published: (2025)

LLM-SAP: Large Language Models Situational Awareness Based Planning
by: Wang, Liman, et al.
Published: (2023)

TEA-Bench: A Systematic Benchmarking of Tool-enhanced Emotional Support Dialogue Agent
by: Sui, Xingyu, et al.
Published: (2026)

WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment
by: Tang, Hao, et al.
Published: (2024)

Evaluating Large Language Models in Crisis Detection: A Real-World Benchmark from Psychological Support Hotlines
by: Deng, Guifeng, et al.
Published: (2025)

Transformers are Stateless Differentiable Neural Computers
by: Tang, Bo, et al.
Published: (2026)

Stateless Yet Not Forgetful: Implicit Memory as a Hidden Channel in LLMs
by: Salem, Ahmed, et al.
Published: (2026)

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

APTNESS: Incorporating Appraisal Theory and Emotion Support Strategies for Empathetic Response Generation
by: Hu, Yuxuan, et al.
Published: (2024)

Language-Specific Representation of Emotion-Concept Knowledge Causally Supports Emotion Inference
by: Li, Ming, et al.
Published: (2023)

Mars: Situated Inductive Reasoning in an Open-World Environment
by: Tang, Xiaojuan, et al.
Published: (2024)

CoreEval: Automatically Building Contamination-Resilient Datasets with Real-World Knowledge toward Reliable LLM Evaluation
by: Zhao, Jingqian, et al.
Published: (2025)

FiSMiness: A Finite State Machine Based Paradigm for Emotional Support Conversations
by: Zhao, Yue, et al.
Published: (2025)

Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM
by: Gu, Qingshui, et al.
Published: (2025)

Transient Turn Injection: Exposing Stateless Multi-Turn Vulnerabilities in Large Language Models
by: Rayhan, Naheed, et al.
Published: (2026)

Building Altruistic and Moral AI Agent with Brain-inspired Emotional Empathy Mechanisms
by: Zhao, Feifei, et al.
Published: (2024)

Integrating Unstructured Text into Causal Inference: Empirical Evidence from Real Data
by: Zhou, Boning, et al.
Published: (2026)

Clark Hash: Stateless Sparse Johnson-Lindenstrauss Quantization for Neural Embeddings
by: Kirdey, Stanislav, et al.
Published: (2026)

Real-Time Parallel Counterfactual Regret Minimization
by: Li, Boning, et al.
Published: (2026)

Multimodal Situational Safety
by: Zhou, Kaiwen, et al.
Published: (2024)

Simulating Complex Multi-Turn Tool Calling Interactions in Stateless Execution Environments
by: Crouse, Maxwell, et al.
Published: (2026)

Counter-Samples: A Stateless Strategy to Neutralize Black Box Adversarial Attacks
by: Bokobza, Roey, et al.
Published: (2024)

Towards Evaluation for Real-World LLM Unlearning
by: Miao, Ke, et al.
Published: (2025)

Situational-Constrained Sequential Resources Allocation via Reinforcement Learning
by: Zhang, Libo, et al.
Published: (2025)

VoxAging: Continuously Tracking Speaker Aging with a Large-Scale Longitudinal Dataset in English and Mandarin
by: Ai, Zhiqi, et al.
Published: (2025)

Wide-Horizon Thinking and Simulation-Based Evaluation for Real-World LLM Planning with Multifaceted Constraints
by: Yang, Dongjie, et al.
Published: (2025)

AttuneBench: A Conversation-Based Benchmark for LLM Emotional Intelligence
by: Lubrano, Kate M., et al.
Published: (2026)

Who Judges the Judge? LLM Jury-on-Demand: Building Trustworthy LLM Evaluation Systems
by: Li, Xiaochuan, et al.
Published: (2025)

LeanTTA: A Backpropagation-Free and Stateless Approach to Quantized Test-Time Adaptation on Edge Devices
by: Dong, Cynthia, et al.
Published: (2025)

The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support
by: De Grandi, Alessandro, et al.
Published: (2024)

From Easy to Hard: Building a Shortcut for Differentially Private Image Synthesis
by: Li, Kecen, et al.
Published: (2025)

Do LLMs Build Spatial World Models? Evidence from Grid-World Maze Tasks
by: Li, Weijiang, et al.
Published: (2026)

Do LLMs Build World Models From Text? A Multilingual Diagnostic of Spatial Reasoning
by: Pan, Zhikai, 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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