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Bibliographic Details
Main Authors:	Luo, Yuxiang, Perrault, Andrew
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2605.08454
Tags:	Add Tag No Tags, Be the first to tag this record!

Normality-Guided Distributional Reinforcement Learning for Continuous Control
by: Byun, Ju-Seung, et al.
Published: (2022)

Bridging Discrete Marks and Continuous Dynamics: Dual-Path Cross-Interaction for Marked Temporal Point Processes
by: Liu, Yuxiang, et al.
Published: (2026)

Leaving the Nest: Going Beyond Local Loss Functions for Predict-Then-Optimize
by: Shah, Sanket, et al.
Published: (2023)

DLPO: Diffusion Model Loss-Guided Reinforcement Learning for Fine-Tuning Text-to-Speech Diffusion Models
by: Chen, Jingyi, et al.
Published: (2024)

Optimizing Urban Service Allocation with Time-Constrained Restless Bandits
by: Mao, Yi, et al.
Published: (2025)

ARES: Alternating Reinforcement Learning and Supervised Fine-Tuning for Enhanced Multi-Modal Chain-of-Thought Reasoning Through Diverse AI Feedback
by: Byun, Ju-Seung, et al.
Published: (2024)

StructRL: Recovering Dynamic Programming Structure from Learning Dynamics in Distributional Reinforcement Learning
by: Nowak, Ivo
Published: (2026)

LaWM: Least Action World Models for Long-Horizon Physical Consistency from Visual Observations
by: Xiao, Qixin, et al.
Published: (2026)

An Operator-Consistent Graph Neural Network for Learning Diffusion Dynamics on Irregular Meshes
by: Li, Yuelian, et al.
Published: (2025)

naPINN: Noise-Adaptive Physics-Informed Neural Networks for Recovering Physics from Corrupted Measurement
by: Kim, Hankyeol, et al.
Published: (2026)

Gauge-Equivariant Intrinsic Neural Operators for Geometry-Consistent Learning of Elliptic PDE Maps
by: Cheng, Pengcheng
Published: (2026)

Implicit Neural Differential Model for Spatiotemporal Dynamics
by: Akhare, Deepak, et al.
Published: (2025)

Towards the Transferability of Rewards Recovered via Regularized Inverse Reinforcement Learning
by: Schlaginhaufen, Andreas, et al.
Published: (2024)

Recovering Manifold Structure Using Ollivier-Ricci Curvature
by: Saidi, Tristan Luca, et al.
Published: (2024)

Diverse Policies Recovering via Pointwise Mutual Information Weighted Imitation Learning
by: Yang, Hanlin, et al.
Published: (2024)

MIR: Efficient Exploration in Episodic Multi-Agent Reinforcement Learning via Mutual Intrinsic Reward
by: Chen, Kesheng, et al.
Published: (2025)

Learning to Recover: Dynamic Reward Shaping with Wheel-Leg Coordination for Fallen Robots
by: Deng, Boyuan, et al.
Published: (2025)

Physics-Informed Neural Networks for Vessel Trajectory Prediction: Learning Time-Discretized Kinematic Dynamics via Finite Differences
by: Alam, Md Mahbub, et al.
Published: (2025)

Deep Neural Networks as Discrete Dynamical Systems: Implications for Physics-Informed Learning
by: Ganguly, Abhisek, et al.
Published: (2026)

Scale-Consistent State-Space Dynamics via Fractal of Stationary Transformations
by: Yu, Geunhyeok, et al.
Published: (2026)

Scalable Machines with Intrinsic Higher Mental-State Dynamics
by: Adeel, Ahsan, et al.
Published: (2026)

SCL-GNN: Towards Generalizable Graph Neural Networks via Spurious Correlation Learning
by: Zhang, Yuxiang, et al.
Published: (2026)

On the Dynamics of Observation and Semantics
by: Li, Xiu
Published: (2026)

Mind the Sim-to-Real Gap & Think Like a Scientist
by: Parikh, Harsh, et al.
Published: (2026)

Recovering from Biased Data: Can Fairness Constraints Improve Accuracy?
by: Blum, Avrim, et al.
Published: (2019)

GIFT: Global stabilisation via Intrinsic Fine Tuning
by: Young, Rory, et al.
Published: (2026)

Intrinsically Interpretable Attention via Sparse Post-Training
by: Draye, Florent, et al.
Published: (2025)

Sample from What You See: Visuomotor Policy Learning via Diffusion Bridge with Observation-Embedded Stochastic Differential Equation
by: Liu, Zhaoyang, et al.
Published: (2025)

Self-ReSET: Learning to Self-Recover from Unsafe Reasoning Trajectories
by: Zhang, Dongcheng, et al.
Published: (2026)

Pro-KLShampoo: Projected KL-Shampoo with Whitening Recovered by Orthogonalization
by: Sun, Ruotong, et al.
Published: (2026)

Recovering implicit physics model under real-world constraints
by: Banerjee, Ayan, et al.
Published: (2024)

Hybrid Temporal Differential Consistency Autoencoder for Efficient and Sustainable Anomaly Detection in Cyber-Physical Systems
by: Somma, Michael
Published: (2025)

Steering Masked Discrete Diffusion Models via Discrete Denoising Posterior Prediction
by: Rector-Brooks, Jarrid, et al.
Published: (2024)

On Recovering Higher-order Interactions from Protein Language Models
by: Tsui, Darin, et al.
Published: (2024)

Discrete World Models via Regularization
by: Bizzaro, Davide, et al.
Published: (2026)

Anomaly Detection in Complex Dynamical Systems: A Systematic Framework Using Embedding Theory and Physics-Inspired Consistency
by: Somma, Michael, et al.
Published: (2025)

Verifier-Free RL for LLMs via Intrinsic Gradient-Norm Reward
by: Wen, Xuexiang, et al.
Published: (2026)

Discrete Semantic States and Hamiltonian Dynamics in LLM Embedding Spaces
by: Laine, Timo Aukusti
Published: (2025)

Dynamic Neighborhood Construction for Structured Large Discrete Action Spaces
by: Akkerman, Fabian, et al.
Published: (2023)

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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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