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Bibliographic Details
Main Author:	Zhang, Zhihan
Format:	Recurso digital
Language:
Published:	Zenodo 2026
Online Access:	https://doi.org/10.5281/zenodo.20109733
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Sobolev Space Regularised Pre Density Models
by: Kozdoba, Mark, et al.
Published: (2023)

Smooth Flow Matching for Synthesizing Functional Data
by: Tan, Jianbin, et al.
Published: (2025)

Uncertainty-Based Smooth Policy Regularisation for Reinforcement Learning with Few Demonstrations
by: Zhu, Yujie, et al.
Published: (2025)

Consistency Regularised Gradient Flows for Inverse Problems
by: Spagnoletti, Alessio, et al.
Published: (2026)

Temporal Flow Matching for Learning Spatio-Temporal Trajectories in 4D Longitudinal Medical Imaging
by: Disch, Nico Albert, et al.
Published: (2025)

Efficient Trajectory Forecasting and Generation with Conditional Flow Matching
by: Ye, Sean, et al.
Published: (2024)

Flow-Opt: Scalable Centralized Multi-Robot Trajectory Optimization with Flow Matching and Differentiable Optimization
by: Idoko, Simon, et al.
Published: (2025)

TrajFlow: Nation-wide Pseudo GPS Trajectory Generation with Flow Matching Models
by: Li, Peiran, et al.
Published: (2026)

Metric Flow Matching for Smooth Interpolations on the Data Manifold
by: Kapuśniak, Kacper, et al.
Published: (2024)

Support-Conditioned Flow Matching Is Kernel Smoothing
by: Smola, Daniel Matsui
Published: (2026)

Temporally-Aware Diffusion Model for Brain Progression Modelling with Bidirectional Temporal Regularisation
by: Litrico, Mattia, et al.
Published: (2025)

Driving Reaction Trajectories via Latent Flow Matching
by: Shen, Yili, et al.
Published: (2026)

Longitudinal Flow Matching for Trajectory Modeling
by: Islam, Mohammad Mohaiminul, et al.
Published: (2025)

Flowception: Temporally Expansive Flow Matching for Video Generation
by: Ifriqi, Tariq Berrada, et al.
Published: (2025)

GoalFlow: Goal-Driven Flow Matching for Multimodal Trajectories Generation in End-to-End Autonomous Driving
by: Xing, Zebin, et al.
Published: (2025)

OFlow: Injecting Object-Aware Temporal Flow Matching for Robust Robotic Manipulation
by: Wang, Kuanning, et al.
Published: (2026)

MPPI-IPDDP: Hybrid Method of Collision-Free Smooth Trajectory Generation for Autonomous Robots
by: Kim, Min-Gyeom, et al.
Published: (2022)

EnfoPath: Energy-Informed Analysis of Generative Trajectories in Flow Matching
by: Li, Ziyun, et al.
Published: (2025)

Look-Ahead and Look-Back Flows: Training-Free Image Generation with Trajectory Smoothing
by: Luo, Yan, et al.
Published: (2026)

Trajectory-Optimized Density Control with Flow Matching
by: Duan, Xu, et al.
Published: (2025)

Affordance-based Robot Manipulation with Flow Matching
by: Zhang, Fan, et al.
Published: (2024)

Regularisation by Hamiltonian extension
by: Knauf, Andreas
Published: (2024)

$m$-Positivity and Regularisation
by: Dinew, Sławomir, et al.
Published: (2025)

Regularisation by regular noise
by: Gerencsér, Máté
Published: (2020)

Trajectory Flow Matching with Applications to Clinical Time Series Modeling
by: Zhang, Xi, et al.
Published: (2024)

Is Flow Matching Just Trajectory Replay for Sequential Data?
by: Lim, Soon Hoe, et al.
Published: (2026)

Measuring Frame Evolution: Smoothed Temporal Framing Trajectories in Complex Policy Debates
by: Philip Leifeld, et al.
Published: (2026)

Exact Smooth Reformulations for Trajectory Optimization Under Signal Temporal Logic Specifications
by: Han, Shaohang, et al.
Published: (2025)

Flow Matching Beyond Kinematics: Generating Jets with Particle-ID and Trajectory Displacement Information
by: Birk, Joschka, et al.
Published: (2023)

EventFlow: Forecasting Temporal Point Processes with Flow Matching
by: Kerrigan, Gavin, et al.
Published: (2024)

Personalised Implant Path Prediction and Dynamic Motion Trajectory Smoothing for Robotic Dental Implant Surgery
by: Heqiang Tian, et al.
Published: (2026)

FlowCast: Trajectory Forecasting for Scalable Zero-Cost Speculative Flow Matching
by: Bajpai, Divya Jyoti, et al.
Published: (2026)

Generative Control as Optimization: Time Unconditional Flow Matching for Adaptive and Robust Robotic Control
by: Zhang, Zunzhe, et al.
Published: (2026)

ContextFlow: Context-Aware Flow Matching For Trajectory Inference From Spatial Omics Data
by: Rathod, Santanu Subhash, et al.
Published: (2025)

Trajectory Generator Matching for Time Series
by: Jahn, T., et al.
Published: (2025)

Cross-View Consistency Regularisation for Knowledge Distillation
by: Zhang, Weijia, et al.
Published: (2024)

Manifold Learning with Sparse Regularised Optimal Transport
by: Zhang, Stephen, et al.
Published: (2023)

Smooth and Exact Parameterization of Continuous-time Signal Temporal Logic Specifications for Trajectory Optimization
by: Uzun, Samet, et al.
Published: (2026)

CoLA-Flow Policy: Temporally Coherent Imitation Learning via Continuous Latent Action Flow Matching for Robotic Manipulation
by: Songwei, Wu, 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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