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Bibliographic Details
Main Author:	Painter, Michael
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2410.11038
Tags:	Add Tag No Tags, Be the first to tag this record!

Monte Carlo Tree Search with Boltzmann Exploration
by: Painter, Michael, et al.
Published: (2024)

Towards a Formal Creativity Theory: Preliminary results in Novelty and Transformativeness
by: Santo, Luís Espírito, et al.
Published: (2024)

Transformer Multivariate Forecasting: Less is More?
by: Xu, Jingjing, et al.
Published: (2023)

Less is More: on the Over-Globalizing Problem in Graph Transformers
by: Xing, Yujie, et al.
Published: (2024)

A Survey on Structure-Preserving Graph Transformers
by: Hoang, Van Thuy, et al.
Published: (2024)

Towards a Theory of AI Personhood
by: Ward, Francis Rhys
Published: (2025)

Instance-level Randomization: Toward More Stable LLM Evaluations
by: Li, Yiyang, et al.
Published: (2025)

Less Is More -- On the Importance of Sparsification for Transformers and Graph Neural Networks for TSP
by: Lischka, Attila, et al.
Published: (2024)

Towards Better Benchmark Datasets for Inductive Knowledge Graph Completion
by: Shomer, Harry, et al.
Published: (2024)

Towards A Transferable Acceleration Method for Density Functional Theory
by: Liu, Zhe, et al.
Published: (2025)

Towards a Learning Theory of Representation Alignment
by: Insulla, Francesco, et al.
Published: (2025)

On the Structural Non-Preservation of Epistemic Behaviour under Policy Transformation
by: Galozy, Alexander
Published: (2026)

Preserving Bilinear Weight Spectra with a Signed and Shrunk Quadratic Activation Function
by: Abohwo, Jason, et al.
Published: (2025)

Supernova: Achieving More with Less in Transformer Architectures
by: Tanase, Andrei-Valentin, et al.
Published: (2025)

Recurrence-Complete Frame-based Action Models
by: Keiblinger, Michael
Published: (2025)

Cardinality-Preserving Attention Channels for Graph Transformers in Molecular Property Prediction
by: Gupta, Abhijit
Published: (2026)

From Black-box to Causal-box: Towards Building More Interpretable Models
by: Hwang, Inwoo, et al.
Published: (2025)

Towards Principled Graph Transformers
by: Müller, Luis, et al.
Published: (2024)

Towards Disentangled Preference Optimization Dynamics: Suppress the Loser, Preserve the Winner
by: Chen, Wei, et al.
Published: (2026)

Your Classifier Can Do More: Towards Balancing the Gaps in Classification, Robustness, and Generation
by: Jiang, Kaichao, et al.
Published: (2025)

Silent Neuron Theory and Plasticity Preservation for Deep Reinforcement Learning in Adaptive Video Streaming
by: He, Zhiqiang, et al.
Published: (2025)

Geometry Preserving Loss Functions Promote Improved Adaptation of Blackbox Generative Model
by: Mitra, Sinjini, et al.
Published: (2026)

GEOM-Drugs Revisited: Toward More Chemically Accurate Benchmarks for 3D Molecule Generation
by: Nikitin, Filipp, et al.
Published: (2025)

A Survey of Graph Transformers: Architectures, Theories and Applications
by: Yuan, Chaohao, et al.
Published: (2025)

TruKAN: Towards More Efficient Kolmogorov-Arnold Networks Using Truncated Power Functions
by: Bayeh, Ali, et al.
Published: (2026)

Toward Efficient Influence Function: Dropout as a Compression Tool
by: Zhang, Yuchen, et al.
Published: (2025)

A Unified Theory of Random Projection for Influence Functions
by: Hu, Pingbang, et al.
Published: (2026)

Towards Effective Theory of LLMs: A Representation Learning Approach
by: Ustaomeroglu, Muhammed, et al.
Published: (2026)

Toward a Graph Foundation Model: Pre-Training Transformers With Random Walks
by: Tang, Ziyuan, et al.
Published: (2025)

Transformer-Based Multimodal Knowledge Graph Completion with Link-Aware Contexts
by: Ma, Haodi, et al.
Published: (2025)

Position: The Turing-Completeness of Autoregressive Transformers Relies Heavily on Context Management
by: Cui, Guanyu, et al.
Published: (2026)

Rethinking Time Encoding via Learnable Transformation Functions
by: Chen, Xi, et al.
Published: (2025)

Towards Privacy-Preserving Relational Data Synthesis via Probabilistic Relational Models
by: Luttermann, Malte, et al.
Published: (2024)

Transformation Categorization Based on Group Decomposition Theory Using Parameter Division
by: Komatsu, Takayuki, et al.
Published: (2026)

Towards Reasoning-Preserving Unlearning in Multimodal Large Language Models
by: Li, Hongji, et al.
Published: (2025)

Pruning Large Language Models by Identifying and Preserving Functional Networks
by: Liu, Yiheng, et al.
Published: (2025)

TGFormer: Towards Temporal Graph Transformer with Auto-Correlation Mechanism
by: Chen, Hongjiang, et al.
Published: (2026)

Towards Mechanistic Interpretability of Graph Transformers via Attention Graphs
by: El, Batu, et al.
Published: (2025)

Separable Expert Architecture: Toward Privacy-Preserving LLM Personalization via Composable Adapters and Deletable User Proxies
by: Schneider, Chris, 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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