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Bibliographic Details
Main Author:	Shou, Xinpeng
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	https://arxiv.org/abs/2502.14366
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TokenTiming: A Dynamic Alignment Method for Universal Speculative Decoding Model Pairs
by: Xiao, Sibo, et al.
Published: (2025)

PLHF: Prompt Optimization with Few-Shot Human Feedback
by: Yang, Chun-Pai, et al.
Published: (2025)

Decoupling Strategy and Execution in Task-Focused Dialogue via Goal-Oriented Preference Optimization
by: Xu, Jingyi, et al.
Published: (2026)

Mechanistic Decoding of Cognitive Constructs in Large Language Models
by: Shou, Yitong, et al.
Published: (2026)

Think Before Refusal : Triggering Safety Reflection in LLMs to Mitigate False Refusal Behavior
by: Si, Shengyun, et al.
Published: (2025)

Is It Thinking or Cheating? Detecting Implicit Reward Hacking by Measuring Reasoning Effort
by: Wang, Xinpeng, et al.
Published: (2025)

DELIA: Diversity-Enhanced Learning for Instruction Adaptation in Large Language Models
by: Zeng, Yuanhao, et al.
Published: (2024)

Look at the Text: Instruction-Tuned Language Models are More Robust Multiple Choice Selectors than You Think
by: Wang, Xinpeng, et al.
Published: (2024)

Entropy Controllable Direct Preference Optimization
by: Omura, Motoki, et al.
Published: (2024)

VEPO: Variable Entropy Policy Optimization for Low-Resource Language Foundation Models
by: Liu, Chonghan, et al.
Published: (2026)

Revisiting the Uniform Information Density Hypothesis in LLM Reasoning
by: Gwak, Minju, et al.
Published: (2025)

Human-Inspired Learning for Large Language Models via Obvious Record and Maximum-Entropy Method Discovery
by: Su, Hong
Published: (2025)

InfoFlow: Reinforcing Search Agent Via Reward Density Optimization
by: Luo, Kun, et al.
Published: (2025)

The Role of Entropy in Visual Grounding: Analysis and Optimization
by: Li, Shuo, et al.
Published: (2025)

Entropy-Tree: Tree-Based Decoding with Entropy-Guided Exploration
by: Wei, Longxuan, et al.
Published: (2026)

InfoDensity: Rewarding Information-Dense Traces for Efficient Reasoning
by: Wei, Chengwei, et al.
Published: (2026)

Training LLMs Beyond Next Token Prediction -- Filling the Mutual Information Gap
by: Yang, Chun-Hao, et al.
Published: (2025)

Can RL Teach Long-Horizon Reasoning to LLMs? Expressiveness Is Key
by: Wang, Tianle, et al.
Published: (2026)

Does RAG Know When Retrieval Is Wrong? Diagnosing Context Compliance under Knowledge Conflict
by: Chen, Yihang, et al.
Published: (2026)

Density-Guided Response Optimization: Community-Grounded Alignment via Implicit Acceptance Signals
by: Gerard, Patrick, et al.
Published: (2026)

o-MEGA: Optimized Methods for Explanation Generation and Analysis
by: Kriš, Ľuboš, et al.
Published: (2025)

Compound AI Systems Optimization: A Survey of Methods, Challenges, and Future Directions
by: Lee, Yu-Ang, et al.
Published: (2025)

Agentic Entropy-Balanced Policy Optimization
by: Dong, Guanting, et al.
Published: (2025)

DER-GCN: Dialogue and Event Relation-Aware Graph Convolutional Neural Network for Multimodal Dialogue Emotion Recognition
by: Ai, Wei, et al.
Published: (2023)

Semantic Density Effect (SDE): Maximizing Information Per Token Improves LLM Accuracy
by: Ahmed, Amr
Published: (2026)

GTPO: Stabilizing Group Relative Policy Optimization via Gradient and Entropy Control
by: Simoni, Marco, et al.
Published: (2025)

Skip \n: A Simple Method to Reduce Hallucination in Large Vision-Language Models
by: Han, Zongbo, et al.
Published: (2024)

TECP: Token-Entropy Conformal Prediction for LLMs
by: Xu, Beining, et al.
Published: (2025)

Entropy-aware Masking for Masked Language Modeling
by: Srinivasagan, Gokul, et al.
Published: (2026)

PPO-BR: Dual-Signal Entropy-Reward Adaptation for Trust Region Policy Optimization
by: Rahman, Ben
Published: (2025)

SE-GCL: An Event-Based Simple and Effective Graph Contrastive Learning for Text Representation
by: Meng, Tao, et al.
Published: (2024)

Entropy-based Exploration Conduction for Multi-step Reasoning
by: Zhang, Jinghan, et al.
Published: (2025)

Entropy-Gated Branching for Efficient Test-Time Reasoning
by: Li, Xianzhi, et al.
Published: (2025)

Relative Density Ratio Optimization for Stable and Statistically Consistent Model Alignment
by: Takahashi, Hiroshi, et al.
Published: (2026)

AgentCE-Bench: Agent Configurable Evaluation with Scalable Horizons and Controllable Difficulty under Lightweight Environments
by: Yang, Wang, et al.
Published: (2026)

On the Essence and Prospect: An Investigation of Alignment Approaches for Big Models
by: Wang, Xinpeng, et al.
Published: (2024)

IGOT: Information Gain Optimized Tokenizer on Domain Adaptive Pretraining
by: Feng, Dawei, et al.
Published: (2024)

Evaluation of the Automated Labeling Method for Taxonomic Nomenclature Through Prompt-Optimized Large Language Model
by: Inoshita, Keito, et al.
Published: (2025)

Entropy-Aware Speculative Decoding Toward Improved LLM Reasoning
by: Su, Tiancheng, et al.
Published: (2025)

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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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