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Bibliographic Details
Main Authors:	Yang, Hanzhe, Wu, Youlong, Wen, Dingzhu, Zhou, Yong, Shi, Yuanming
Format:	Preprint
Published:	2024
Subjects:	Information Theory Machine Learning
Online Access:	https://arxiv.org/abs/2412.08222
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Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning
by: Wen, Dingzhu, et al.
Published: (2025)

A Survey on Integrated Sensing, Communication, and Computation
by: Wen, Dingzhu, et al.
Published: (2024)

Collaborative Edge AI Inference over Cloud-RAN
by: Zhang, Pengfei, et al.
Published: (2024)

Efficient Wireless Federated Learning via Low-Rank Gradient Factorization
by: Guo, Mingzhao, et al.
Published: (2024)

Distributed Information Bottleneck Theory for Multi-Modal Task-Aware Semantic Communication
by: Zhou, Yujie, et al.
Published: (2025)

Federated Dropout: Convergence Analysis and Resource Allocation
by: Xie, Sijing, et al.
Published: (2024)

FedLoDrop: Federated LoRA with Dropout for Generalized LLM Fine-tuning
by: Xie, Sijing, et al.
Published: (2025)

Privacy for Fairness: Information Obfuscation for Fair Representation Learning with Local Differential Privacy
by: Xie, Songjie, et al.
Published: (2024)

OVA-IB: One vs All Information Bottleneck for Multi-Modal Alignment
by: Li, Tianchao, et al.
Published: (2026)

A Generalized Information Bottleneck Theory of Deep Learning
by: Westphal, Charles, et al.
Published: (2025)

Projection Head is Secretly an Information Bottleneck
by: Ouyang, Zhuo, et al.
Published: (2025)

Structure Learning via Mutual Information
by: Nixon, Jeremy
Published: (2024)

GeoIB: Geometry-Aware Information Bottleneck via Statistical-Manifold Compression
by: Wang, Weiqi, et al.
Published: (2026)

Cauchy-Schwarz Divergence Information Bottleneck for Regression
by: Yu, Shujian, et al.
Published: (2024)

Differentiable Information Bottleneck for Deterministic Multi-view Clustering
by: Yan, Xiaoqiang, et al.
Published: (2024)

Statistically Valid Information Bottleneck via Multiple Hypothesis Testing
by: Farzaneh, Amirmohammad, et al.
Published: (2024)

Understanding Encoder-Decoder Structures in Machine Learning Using Information Measures
by: Silva, Jorge F., et al.
Published: (2024)

Minimum Entropy Coupling with Bottleneck
by: Ebrahimi, M. Reza, et al.
Published: (2024)

The Causal Information Bottleneck and Optimal Causal Variable Abstractions
by: Simoes, Francisco N. F. Q., et al.
Published: (2024)

Redundancy as a Structural Information Principle for Learning and Generalization
by: Bi, Yuda, et al.
Published: (2025)

Asymptotically Optimal Secure Aggregation for Wireless Federated Learning with Multiple Servers
by: Huang, Zhenhao, et al.
Published: (2025)

The Alignment Bottleneck
by: Cao, Wenjun
Published: (2025)

Tackling Distribution Shifts in Task-Oriented Communication with Information Bottleneck
by: Li, Hongru, et al.
Published: (2024)

Task-oriented Over-the-air Computation for Edge-device Co-inference with Balanced Classification Accuracy
by: Jiao, Xiang, et al.
Published: (2024)

Disentangled Structural and Featural Representation for Task-Agnostic Graph Valuation
by: Falahati, Ali, et al.
Published: (2024)

How Transformers Learn Causal Structure with Gradient Descent
by: Nichani, Eshaan, et al.
Published: (2024)

SEAL: Structure and Element Aware Learning to Improve Long Structured Document Retrieval
by: Huang, Xinhao, et al.
Published: (2025)

Improved Information Theoretic Generalization Bounds for Distributed and Federated Learning
by: Barnes, L. P., et al.
Published: (2022)

Flexible Variational Information Bottleneck: Achieving Diverse Compression with a Single Training
by: Kudo, Sota, et al.
Published: (2024)

Latent Representation and Simulation of Markov Processes via Time-Lagged Information Bottleneck
by: Federici, Marco, et al.
Published: (2023)

Satellite Federated Edge Learning: Architecture Design and Convergence Analysis
by: Shi, Yuanming, et al.
Published: (2024)

Improving Channel Estimation via Multimodal Diffusion Models with Flow Matching
by: Fan, Xiaotian, et al.
Published: (2026)

Breaking AR's Sampling Bottleneck: Provable Acceleration via Diffusion Language Models
by: Li, Gen, et al.
Published: (2025)

VNDUQE: Information-Theoretic Novelty Detection using Deep Variational Information Bottleneck
by: Gondkar, Aryan, et al.
Published: (2026)

Neuromorphic Wireless Device-Edge Co-Inference via the Directed Information Bottleneck
by: Ke, Yuzhen, et al.
Published: (2024)

Learning Unknown Intervention Targets in Structural Causal Models from Heterogeneous Data
by: Yang, Yuqin, et al.
Published: (2023)

Estimating Conditional Mutual Information for Dynamic Feature Selection
by: Gadgil, Soham, et al.
Published: (2023)

Communication-Efficient Edge AI: Algorithms and Systems
by: Shi, Yuanming, et al.
Published: (2020)

On the Generalization for Transfer Learning: An Information-Theoretic Analysis
by: Wu, Xuetong, et al.
Published: (2022)

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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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