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Bibliographic Details
Main Authors:	Lempereur, Etienne, Cuvelle--Magar, Nathanaël, Coeurdoux, Florentin, Mallat, Stéphane, Vanden-Eijnden, Eric
Format:	Preprint
Published:	2026
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2602.17211
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Probing the Geometry of Diffusion Models with the String Method
by: Moreau, Elio, et al.
Published: (2026)

Beyond sparse denoising in frames: minimax estimation with a scattering transform
by: Cuvelle--Magar, Nathanaël, et al.
Published: (2025)

Hierarchic Flows to Estimate and Sample High-dimensional Probabilities
by: Lempereur, Etienne, et al.
Published: (2024)

Multitask Learning with Stochastic Interpolants
by: Negrel, Hugo, et al.
Published: (2025)

Variational Optimality of Föllmer Processes in Generative Diffusions
by: Chen, Yifan, et al.
Published: (2026)

Lipschitz-Guided Design of Interpolation Schedules in Generative Models
by: Chen, Yifan, et al.
Published: (2025)

Scale-Adaptive Generative Flows for Multiscale Scientific Data
by: Chen, Yifan, et al.
Published: (2025)

Generalization in diffusion models arises from geometry-adaptive harmonic representations
by: Kadkhodaie, Zahra, et al.
Published: (2023)

Random Matrix Theory of Early-Stopped Gradient Flow: A Transient BBP Scenario
by: Coeurdoux, Florentin, et al.
Published: (2026)

NETS: A Non-Equilibrium Transport Sampler
by: Albergo, Michael S., et al.
Published: (2024)

Effective Energy, Interactions And Out Of Equilibrium Nature Of Scalar Active Matter
by: Brossollet, Antonin, et al.
Published: (2024)

Stochastic Interpolants: A Unifying Framework for Flows and Diffusions
by: Albergo, Michael S., et al.
Published: (2023)

Model-free learning of probability flows: Elucidating the nonequilibrium dynamics of flocking
by: Boffi, Nicholas M., et al.
Published: (2024)

A Rainbow in Deep Network Black Boxes
by: Guth, Florentin, et al.
Published: (2023)

Optimizing Noise Schedules of Generative Models in High Dimensionss
by: Aranguri, Santiago, et al.
Published: (2025)

An Efficient On-Policy Deep Learning Framework for Stochastic Optimal Control
by: Hua, Mengjian, et al.
Published: (2024)

Neural Galerkin Schemes with Active Learning for High-Dimensional Evolution Equations
by: Bruna, Joan, et al.
Published: (2022)

Deep learning probability flows and entropy production rates in active matter
by: Boffi, Nicholas M., et al.
Published: (2023)

Generative Modeling from Black-box Corruptions via Self-Consistent Stochastic Interpolants
by: Modi, Chirag, et al.
Published: (2025)

Simulation-Free Differential Dynamics through Neural Conservation Laws
by: Hua, Mengjian, et al.
Published: (2025)

Flow map matching with stochastic interpolants: A mathematical framework for consistency models
by: Boffi, Nicholas M., et al.
Published: (2024)

Analysis of learning a flow-based generative model from limited sample complexity
by: Cui, Hugo, et al.
Published: (2023)

How to build a consistency model: Learning flow maps via self-distillation
by: Boffi, Nicholas M., et al.
Published: (2025)

Sequential-in-time training of nonlinear parametrizations for solving time-dependent partial differential equations
by: Zhang, Huan, et al.
Published: (2024)

SiT: Exploring Flow and Diffusion-based Generative Models with Scalable Interpolant Transformers
by: Ma, Nanye, et al.
Published: (2024)

Stochastic interpolants with data-dependent couplings
by: Albergo, Michael S., et al.
Published: (2023)

Discrete Flow Maps
by: Potaptchik, Peter, et al.
Published: (2026)

Probabilistic Forecasting with Stochastic Interpolants and Föllmer Processes
by: Chen, Yifan, et al.
Published: (2024)

Rare Event Analysis via Stochastic Optimal Control
by: Du, Yuanqi, et al.
Published: (2026)

Test-time scaling of diffusions with flow maps
by: Sabour, Amirmojtaba, et al.
Published: (2025)

DIME:Diffusion-Based Maximum Entropy Reinforcement Learning
by: Celik, Onur, et al.
Published: (2025)

Maximum Entropy Reinforcement Learning with Diffusion Policy
by: Dong, Xiaoyi, et al.
Published: (2025)

Provable Maximum Entropy Manifold Exploration via Diffusion Models
by: De Santi, Riccardo, et al.
Published: (2025)

FEAT: Free energy Estimators with Adaptive Transport
by: He, Jiajun, et al.
Published: (2025)

Wavelet Conditional Renormalization Group
by: Marchand, Tanguy, et al.
Published: (2022)

Anomalous Statistics and Large Deviations of Turbulent Water Waves past a Step
by: Qi, Di, et al.
Published: (2021)

Diffusion-Augmented Markov Decision Processes for Maximum Entropy Reinforcement Learning
by: Sanokowski, Sebastian, et al.
Published: (2025)

Scattering Spectra Models for Physics
by: Cheng, Sihao, et al.
Published: (2023)

On Maximum Entropy Linear Feature Inversion
by: Baggenstoss, Paul M
Published: (2024)

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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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