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Bibliographic Details
Main Author:	Sokoloski, Sacha
Format:	Preprint
Published:	2015
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/1512.07839
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Conditional Finite Mixtures of Poisson Distributions for Context-Dependent Neural Correlations
by: Sokoloski, Sacha, et al.
Published: (2019)

Hierarchical mixtures of Gaussians for combined dimensionality reduction and clustering
by: Sokoloski, Sacha, et al.
Published: (2022)

Safe Control using Learned Safety Filters and Adaptive Conformal Inference
by: Huriot, Sacha, et al.
Published: (2026)

Stimulus-to-Stimulus Learning in RNNs with Cortical Inductive Biases
by: Vafidis, Pantelis, et al.
Published: (2024)

Neural Circuit Diagrams: Robust Diagrams for the Communication, Implementation, and Analysis of Deep Learning Architectures
by: Abbott, Vincent
Published: (2024)

Spectral-Stimulus Information for Self-Supervised Stimulus Encoding
by: Deighton, Jared, et al.
Published: (2024)

A Neural Material Point Method for Particle-based Emulation
by: Sharabi, Omer Rochman, et al.
Published: (2024)

Alpha-RF: Automated RF-Filter-Circuit Design with Neural Simulator and Reinforcement Learning
by: Tran, Nhat, et al.
Published: (2026)

Can Transformers Learn Optimal Filtering for Unknown Systems?
by: Balim, Haldun, et al.
Published: (2023)

Long-Term Fairness with Unknown Dynamics
by: Yin, Tongxin, et al.
Published: (2023)

Sigma-point Kalman Filter with Nonlinear Unknown Input Estimation via Optimization and Data-driven Approach for Dynamic Systems
by: Loo, Junn Yong, et al.
Published: (2023)

TIDE: Asymmetric Neural Circuits for Stabilized Temporal Inhibitory-Excitatory Dynamics
by: Kyuroson, Alexander, et al.
Published: (2026)

Physics-informed Neural Networks with Unknown Measurement Noise
by: Pilar, Philipp, et al.
Published: (2022)

Training Neural Networks on Data Sources with Unknown Reliability
by: Capstick, Alexander, et al.
Published: (2022)

On a Neural Implementation of Brenier's Polar Factorization
by: Vesseron, Nina, et al.
Published: (2024)

On the Sample Efficiency of Inverse Dynamics Models for Semi-Supervised Imitation Learning
by: Morin, Sacha, et al.
Published: (2026)

k-Inductive Neural Barrier Certificates for Unknown Nonlinear Dynamics
by: Wooding, Ben, et al.
Published: (2026)

Computation-Aware Kalman Filtering with Model Selection for Neural Dynamics
by: Huml, JR, et al.
Published: (2026)

Stimulus symmetries can confound representational similarity analyses
by: Pashakhanloo, Farhad, et al.
Published: (2026)

When a Reinforcement Learning Agent Encounters Unknown Unknowns
by: Zhu, Juntian, et al.
Published: (2025)

Fourier Circuits in Neural Networks and Transformers: A Case Study of Modular Arithmetic with Multiple Inputs
by: Li, Chenyang, et al.
Published: (2024)

Nerva: a Truly Sparse Implementation of Neural Networks
by: Wesselink, Wieger, et al.
Published: (2024)

A Novel Neural Filter to Improve Accuracy of Neural Network Models of Dynamic Systems
by: Oveissi, Parham, et al.
Published: (2024)

Uncertainty-Aware Predictive Safety Filters for Probabilistic Neural Network Dynamics
by: Frauenknecht, Bernd, et al.
Published: (2026)

Neural Bayesian Filtering
by: Solinas, Christopher, et al.
Published: (2025)

Optimal Control of Nonlinear Systems with Unknown Dynamics
by: Hao, Wenjian, et al.
Published: (2023)

Identifying Unknown Stochastic Dynamics via Finite expression methods
by: Liang, Senwei, et al.
Published: (2025)

Thompson Sampling-Based Learning and Control for Unknown Dynamic Systems
by: Zheng, Kaikai, et al.
Published: (2025)

Verification of Unknown Dynamical Systems via Autoencoder Latent Space
by: Reed, Robert, et al.
Published: (2025)

A computational approach to visual ecology with deep reinforcement learning
by: Sokoloski, Sacha, et al.
Published: (2024)

Outlier-robust Kalman Filtering through Generalised Bayes
by: Duran-Martin, Gerardo, et al.
Published: (2024)

GraphMatch: Fusing Language and Graph Representations in a Dynamic Two-Sided Work Marketplace
by: Sacha, Mikołaj, et al.
Published: (2025)

Model-Free Neural Filtering: A Comparison with Classical Filters in Nonlinear Systems
by: Liu, Zhuochen, et al.
Published: (2026)

Causal Neural Probabilistic Circuits
by: Chen, Weixin, et al.
Published: (2026)

Dynamic Objects Relocalization in Changing Environments with Flow Matching
by: Argenziano, Francesco, et al.
Published: (2025)

DR-CircuitGNN: Training Acceleration of Heterogeneous Circuit Graph Neural Network on GPUs
by: Luo, Yuebo, et al.
Published: (2025)

Implementing Pearl's $\mathcal{DO}$-Calculus on Quantum Circuits: A Simpson-Type Case Study on NISQ Hardware
by: Kang, Pilsung
Published: (2025)

Exploratory Machine Learning with Unknown Unknowns
by: Zhao, Peng, et al.
Published: (2020)

A PAC-Bayes Approach for Controlling Unknown Linear Discrete-time Systems
by: Luo, Yujia, et al.
Published: (2026)

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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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