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Bibliographic Details
Main Authors:	Xin, Jiayi, Li, Xiang, Qiang, Evan, He, Weiqing, Shang, Tianqi, Su, Weijie J., Long, Qi
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Computation and Language
Online Access:	https://arxiv.org/abs/2604.12015
Tags:	Add Tag No Tags, Be the first to tag this record!

Optimal Estimation of Watermark Proportions in Hybrid AI-Human Texts
by: Li, Xiang, et al.
Published: (2025)

On the Empirical Power of Goodness-of-Fit Tests in Watermark Detection
by: He, Weiqing, et al.
Published: (2025)

Improving the Trade-off Between Watermark Strength and Speculative Sampling Efficiency for Language Models
by: He, Weiqing, et al.
Published: (2026)

CurveRL: Principled Distribution-Aware Context Reweighting for LLM Reasoning
by: Sun, Ke, et al.
Published: (2026)

Robust Detection of Watermarks for Large Language Models Under Human Edits
by: Li, Xiang, et al.
Published: (2024)

Optimal Detection for Language Watermarks with Pseudorandom Collision
by: Cai, T. Tony, et al.
Published: (2025)

Spoken Language Understanding on Unseen Tasks With In-Context Learning
by: Agrawal, Neeraj, et al.
Published: (2025)

A Law of Next-Token Prediction in Large Language Models
by: He, Hangfeng, et al.
Published: (2024)

LLMSteer: Improving Long-Context LLM Inference by Steering Attention on Reused Contexts
by: Gu, Zhuohan, et al.
Published: (2024)

Towards Better Understanding of In-Context Learning Ability from In-Context Uncertainty Quantification
by: Liu, Shang, et al.
Published: (2024)

A Statistical Framework of Watermarks for Large Language Models: Pivot, Detection Efficiency and Optimal Rules
by: Li, Xiang, et al.
Published: (2024)

Training-Inference Consistent Segmented Execution for Long-Context LLMs
by: Shang, Xianpeng, et al.
Published: (2026)

Minimax Estimation for Personalized Federated Learning: An Alternative between FedAvg and Local Training?
by: Chen, Shuxiao, et al.
Published: (2021)

The Impact of Language Mixing on Bilingual LLM Reasoning
by: Li, Yihao, et al.
Published: (2025)

Leveraging Social Determinants of Health in Alzheimer's Research Using LLM-Augmented Literature Mining and Knowledge Graphs
by: Shang, Tianqi, et al.
Published: (2024)

Long-Short Alignment for Effective Long-Context Modeling in LLMs
by: Du, Tianqi, et al.
Published: (2025)

Debiasing Watermarks for Large Language Models via Maximal Coupling
by: Xie, Yangxinyu, et al.
Published: (2024)

Length-MAX Tokenizer for Language Models
by: Dong, Dong, et al.
Published: (2025)

Mitigating Privacy-Utility Trade-off in Decentralized Federated Learning via $f$-Differential Privacy
by: Li, Xiang, et al.
Published: (2025)

Learning to Generalize Unseen Domains via Multi-Source Meta Learning for Text Classification
by: Hu, Yuxuan, et al.
Published: (2024)

OAEI-LLM-T: A TBox Benchmark Dataset for Understanding Large Language Model Hallucinations in Ontology Matching
by: Qiang, Zhangcheng, et al.
Published: (2025)

Prompt Optimization via Adversarial In-Context Learning
by: Do, Xuan Long, et al.
Published: (2023)

LongAlign: A Recipe for Long Context Alignment of Large Language Models
by: Bai, Yushi, et al.
Published: (2024)

Deeper Insights Without Updates: The Power of In-Context Learning Over Fine-Tuning
by: Yin, Qingyu, et al.
Published: (2024)

Latent Context Compilation: Distilling Long Context into Compact Portable Memory
by: Li, Zeju, et al.
Published: (2026)

Can Interpretation Predict Behavior on Unseen Data?
by: Li, Victoria R., et al.
Published: (2025)

Generalizing to Unseen Disaster Events: A Causal View
by: Seeberger, Philipp, et al.
Published: (2025)

Pretrained Multilingual Transformers Reveal Quantitative Distance Between Human Languages
by: Zhao, Yue, et al.
Published: (2026)

SEFD: Semantic-Enhanced Framework for Detecting LLM-Generated Text
by: He, Weiqing, et al.
Published: (2024)

Context-Guided Dynamic Retrieval for Improving Generation Quality in RAG Models
by: He, Jacky, et al.
Published: (2025)

Brewing Knowledge in Context: Distillation Perspectives on In-Context Learning
by: Li, Chengye, et al.
Published: (2025)

Forecasting Unseen Points of Interest Visits Using Context and Proximity Priors
by: Li, Ziyao, et al.
Published: (2024)

Exploring Explanations Improves the Robustness of In-Context Learning
by: Honda, Ukyo, et al.
Published: (2025)

Calibrate to Discriminate: Improve In-Context Learning with Label-Free Comparative Inference
by: Cheng, Wei, et al.
Published: (2024)

Vocabulary-Defined Semantics: Latent Space Clustering for Improving In-Context Learning
by: Gu, Jian, et al.
Published: (2024)

Look Ahead or Look Around? A Theoretical Comparison Between Autoregressive and Masked Pretraining
by: Zhang, Qi, et al.
Published: (2024)

Deep Learning for Medical Text Processing: BERT Model Fine-Tuning and Comparative Study
by: Hu, Jiacheng, et al.
Published: (2024)

MoTime: A Dataset Suite for Multimodal Time Series Forecasting
by: Zhou, Xin, et al.
Published: (2025)

Linear-Time Demonstration Selection for In-Context Learning via Gradient Estimation
by: Zhang, Ziniu, 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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