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Bibliographic Details
Main Authors:	Zhao, Zijian, Parekh, Varun Darshana, Hsu, Po-Kai, Qin, Yixin, Song, Yiming, Islam, A N M Nafiul, Cao, Ningyuan, Joshi, Siddharth, Kämpfe, Thomas, Jung, Moonyoung, Seo, Kwangyou, Kim, Kwangsoo, Kim, Wanki, Ha, Daewon, Dutta, Sourav, Sengupta, Abhronil, Gong, Xiao, Yu, Shimeng, Narayanan, Vijaykrishnan, Ni, Kai
Format:	Preprint
Published:	2025
Subjects:	Emerging Technologies
Online Access:	https://arxiv.org/abs/2503.23685
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Middle Interlayer Engineered Ferroelectric NAND Flash Overcoming Reliability and Stability Bottlenecks for Next‐Generation High‐Density Storage Systems
by: Giuk Kim, et al.
Published: (2025)

A Bio-inspired Asymmetric Double-Gate Ferroelectric FET for Emulating Astrocyte and Dendrite Dynamics in Neuromorphic Systems
by: Jiang, Zhouhang, et al.
Published: (2025)

Paving the Way for Pass Disturb Free Vertical NAND Storage via A Dedicated and String-Compatible Pass Gate
by: Zhao, Zijian, et al.
Published: (2024)

ALD Oxidant as A Tuning Knob for Memory Window Expansion in Ferroelectric FETs for Vertical NAND Applications
by: Jeyakumar, Ranie, et al.
Published: (2026)

STAMP-2.5D: Structural and Thermal Aware Methodology for Placement in 2.5D Integration
by: Parekh, Varun Darshana, et al.
Published: (2025)

Physics-informed AI Accelerated Retention Analysis of Ferroelectric Vertical NAND: From Day-Scale TCAD to Second-Scale Surrogate Model
by: Jeong, Gyujun, et al.
Published: (2026)

FeNOMS: Enhancing Open Modification Spectral Library Search with In-Storage Processing on Ferroelectric NAND (FeNAND) Flash
by: Pinge, Sumukh, et al.
Published: (2025)

Neuromorphic Reinforcement Learning for Quadruped Locomotion Control on Uneven Terrain
by: Han, Zhuangyu, et al.
Published: (2026)

Astrocyte Regulated Neuromorphic Central Pattern Generator Control of Legged Robotic Locomotion
by: Han, Zhuangyu, et al.
Published: (2023)

Single-Cell Universal Logic-in-Memory Using 2T-nC FeRAM: An Area and Energy-Efficient Approach for Bulk Bitwise Computation
by: Biswas, Rudra, et al.
Published: (2025)

Dendritic Computing with Multi-Gate Ferroelectric Field-Effect Transistors
by: Islam, A N M Nafiul, et al.
Published: (2025)

Proxima: Near-storage Acceleration for Graph-based Approximate Nearest Neighbor Search in 3D NAND
by: Xu, Weihong, et al.
Published: (2023)

Certified to Drive: A Policy Proposal for Mandatory Training on Semi-Automated Vehicles
by: Mukherjee, Soumita, et al.
Published: (2025)

Materials Design Principles for Large Memory Windows: Coercive Voltage Engineering in Ferroelectric– Dielectric Heterostructures (Adv. Electron. Mater. 8/2026)
by: Prasanna Venkatesan, et al.
Published: (2026)

Materials Design Principles for Large Memory Windows: Coercive Voltage Engineering in Ferroelectric– Dielectric Heterostructures
by: Prasanna Venkatesan, et al.
Published: (2026)

TIAR: Trajectory-Informed Advantage Reweighting for LLM Abstention Learning
by: Pan, Muyu, et al.
Published: (2026)

On the Adversarial Robustness of Spiking Neural Networks Trained by Local Learning
by: Lin, Jiaqi, et al.
Published: (2025)

SpikingBERT: Distilling BERT to Train Spiking Language Models Using Implicit Differentiation
by: Bal, Malyaban, et al.
Published: (2023)

Deep Unsupervised Learning Using Spike-Timing-Dependent Plasticity
by: Lu, Sen, et al.
Published: (2023)

GRASP: GRouped Activation Shared Parameterization for Parameter-Efficient Fine-Tuning and Robust Inference of Transformers
by: Bal, Malyaban, et al.
Published: (2025)

P-SpikeSSM: Harnessing Probabilistic Spiking State Space Models for Long-Range Dependency Tasks
by: Bal, Malyaban, et al.
Published: (2024)

Enhanced Device Characteristics of Hybrid‐Channel (Poly‐Si/IGO) Structures with Ga 2 O 3 and Al 2 O 3 Interlayers by Suppressing Oxidation‐Induced Variability for Ultra‐High‐Density 3D NAND Flash Memory Applications
by: Taewon Hwang, et al.
Published: (2025)

A Full Spectrum of 3D Ferroelectric Memory Architectures Shaped by Polarization Sensing
by: Duan, Jiahui, et al.
Published: (2025)

Variation-Resilient FeFET-Based In-Memory Computing Leveraging Probabilistic Deep Learning
by: Manna, Bibhas, et al.
Published: (2023)

Trilinear Compute-in-Memory Architecture for Energy-Efficient Transformer Acceleration
by: Mia, Md Zesun Ahmed, et al.
Published: (2026)

Scaling SNNs Trained Using Equilibrium Propagation to Convolutional Architectures
by: Lin, Jiaqi, et al.
Published: (2024)

Exploring Extreme Quantization in Spiking Language Models
by: Bal, Malyaban, et al.
Published: (2024)

Scalable Equilibrium Propagation via Intermediate Error Signals for Deep Convolutional CRNNs
by: Lin, Jiaqi, et al.
Published: (2025)

Stochastic Spiking Neural Networks with First-to-Spike Coding
by: Jiang, Yi, et al.
Published: (2024)

StochEP: Stochastic Equilibrium Propagation for Spiking Convergent Recurrent Neural Networks
by: Lin, Jiaqi, et al.
Published: (2025)

Neuromorphic Cybersecurity with Semi-supervised Lifelong Learning
by: Mia, Md Zesun Ahmed, et al.
Published: (2025)

Challenges in Drone Firmware Analyses of Drone Firmware and Its Solutions
by: Kim, Yejun, et al.
Published: (2023)

Hardware in Loop Learning with Spin Stochastic Neurons
by: Islam, A N M Nafiul, et al.
Published: (2023)

Hardware in Loop Learning with Spin Stochastic Neurons
by: A N M Nafiul Islam, et al.
Published: (2024)

MedRep: Medical Concept Representation for General Electronic Health Record Foundation Models
by: Kim, Junmo, et al.
Published: (2025)

HAVEN: High-Bandwidth Flash Augmented Vector Engine for Large-Scale Approximate Nearest-Neighbor Search Acceleration
by: Hsu, Po-Kai, et al.
Published: (2026)

DRackSim: Simulator for Rack-scale Memory Disaggregation
by: Puri, Amit, et al.
Published: (2023)

Benchmarking Spiking Neural Network Learning Methods with Varying Locality
by: Lin, Jiaqi, et al.
Published: (2024)

RMAAT: Astrocyte-Inspired Memory Compression and Replay for Efficient Long-Context Transformers
by: Mia, Md Zesun Ahmed, 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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