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Bibliographic Details
Main Authors:	Shutova, Alina, Malinovskii, Vladimir, Egiazarian, Vage, Kuznedelev, Denis, Mazur, Denis, Surkov, Nikita, Ermakov, Ivan, Alistarh, Dan
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2501.19392
Tags:	Add Tag No Tags, Be the first to tag this record!

Hogwild! Inference: Parallel LLM Generation via Concurrent Attention
by: Rodionov, Gleb, et al.
Published: (2025)

PV-Tuning: Beyond Straight-Through Estimation for Extreme LLM Compression
by: Malinovskii, Vladimir, et al.
Published: (2024)

Accurate Compression of Text-to-Image Diffusion Models via Vector Quantization
by: Egiazarian, Vage, et al.
Published: (2024)

WUSH: Near-Optimal Adaptive Transforms for LLM Quantization
by: Chen, Jiale, et al.
Published: (2025)

Pushing the Limits of Large Language Model Quantization via the Linearity Theorem
by: Malinovskii, Vladimir, et al.
Published: (2024)

Grid Games: The Power of Multiple Grids for Quantizing Large Language Models
by: Egiazarian, Vage, et al.
Published: (2026)

KV Cache Offloading for Context-Intensive Tasks
by: Bocharnikov, Andrey, et al.
Published: (2026)

Bridging the Gap Between Promise and Performance for Microscaling FP4 Quantization
by: Egiazarian, Vage, et al.
Published: (2025)

EvoPress: Accurate Dynamic Model Compression via Evolutionary Search
by: Sieberling, Oliver, et al.
Published: (2024)

AutoJudge: Judge Decoding Without Manual Annotation
by: Garipov, Roman, et al.
Published: (2025)

The Iterative Optimal Brain Surgeon: Faster Sparse Recovery by Leveraging Second-Order Information
by: Wu, Diyuan, et al.
Published: (2024)

Unified Scaling Laws for Compressed Representations
by: Panferov, Andrei, et al.
Published: (2025)

Asynchronous Reasoning: Training-Free Interactive Thinking LLMs
by: Yakushev, George, et al.
Published: (2025)

Statistically-Lossless Quantization of Large Language Models
by: Helcig, Michael, et al.
Published: (2026)

"Give Me BF16 or Give Me Death"? Accuracy-Performance Trade-Offs in LLM Quantization
by: Kurtic, Eldar, et al.
Published: (2024)

Scale-wise Distillation of Diffusion Models
by: Starodubcev, Nikita, et al.
Published: (2025)

SKVQ: Sliding-window Key and Value Cache Quantization for Large Language Models
by: Duanmu, Haojie, et al.
Published: (2024)

WKVQuant: Quantizing Weight and Key/Value Cache for Large Language Models Gains More
by: Yue, Yuxuan, et al.
Published: (2024)

Refined distributional limit theorems for compound sums
by: Malinovskii, Vsevolod K.
Published: (2024)

Does Diffusion Beat GAN in Image Super Resolution?
by: Kuznedelev, Denis, et al.
Published: (2024)

Characterizing Graph Datasets for Node Classification: Homophily-Heterophily Dichotomy and Beyond
by: Platonov, Oleg, et al.
Published: (2022)

MatGPTQ: Accurate and Efficient Post-Training Matryoshka Quantization
by: Kleinegger, Maximilian, et al.
Published: (2026)

Evaluating Memory Structure in LLM Agents
by: Shutova, Alina, et al.
Published: (2026)

Neural Optimal Transport with General Cost Functionals
by: Asadulaev, Arip, et al.
Published: (2022)

Label Privacy in Split Learning for Large Models with Parameter-Efficient Training
by: Zmushko, Philip, et al.
Published: (2024)

Mathador-LM: A Dynamic Benchmark for Mathematical Reasoning on Large Language Models
by: Kurtic, Eldar, et al.
Published: (2024)

Apertus LLM Family Expansion via Distillation and Quantization
by: Panferov, Andrei, et al.
Published: (2026)

ECO: Quantized Training without Full-Precision Master Weights
by: Nikdan, Mahdi, et al.
Published: (2026)

Switti: Designing Scale-Wise Transformers for Text-to-Image Synthesis
by: Voronov, Anton, et al.
Published: (2024)

A critical look at the evaluation of GNNs under heterophily: Are we really making progress?
by: Platonov, Oleg, et al.
Published: (2023)

Self-Alignment: Improving Alignment of Cultural Values in LLMs via In-Context Learning
by: Choenni, Rochelle, et al.
Published: (2024)

Rethinking Optimal Transport in Offline Reinforcement Learning
by: Asadulaev, Arip, et al.
Published: (2024)

Mitigating the Impact of Outlier Channels for Language Model Quantization with Activation Regularization
by: Nrusimha, Aniruddha, et al.
Published: (2024)

Adaptive Cost Model for Query Optimization
by: Vasilenko, Nikita, et al.
Published: (2024)

Cache Me if You Can: Accelerating Diffusion Models through Block Caching
by: Wimbauer, Felix, et al.
Published: (2023)

Rethinking Key-Value Cache Compression Techniques for Large Language Model Serving
by: Gao, Wei, et al.
Published: (2025)

Compression Scaling Laws:Unifying Sparsity and Quantization
by: Frantar, Elias, et al.
Published: (2025)

Are LLMs classical or nonmonotonic reasoners? Lessons from generics
by: Leidinger, Alina, et al.
Published: (2024)

Beyond Outliers: A Study of Optimizers Under Quantization
by: Vlassis, Georgios, 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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