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Bibliographic Details
Main Authors:	Zhou, Tianyue, Cho, Jung-Hoon, Ardabili, Babak Rahimi, Tabkhi, Hamed, Wu, Cathy
Format:	Preprint
Published:	2024
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2401.15062
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Understanding the Transit Gap: A Comparative Study of On-Demand Bus Services and Urban Climate Resilience in South End, Charlotte, NC and Avondale, Chattanooga, TN
by: Hosseini, Sanaz Sadat, et al.
Published: (2024)

The Nah Bandit: Modeling User Non-compliance in Recommendation Systems
by: Zhou, Tianyue, et al.
Published: (2024)

Beyond the Interface: Redefining UX for Society-in-the-Loop AI Systems
by: Mafi, Nahal, et al.
Published: (2026)

From Lab to Field: Real-World Evaluation of an AI-Driven Smart Video Solution to Enhance Community Safety
by: Yao, Shanle, et al.
Published: (2023)

Shopformer: Transformer-Based Framework for Detecting Shoplifting via Human Pose
by: Rashvand, Narges, et al.
Published: (2025)

From Frames to Events: Rethinking Evaluation in Human-Centric Video Anomaly Detection
by: Rashvand, Narges, et al.
Published: (2026)

Model-Based Transfer Learning for Contextual Reinforcement Learning
by: Cho, Jung-Hoon, et al.
Published: (2024)

A Case Study in Responsible AI-Assisted Video Solutions: Multi-Metric Behavioral Insights in a Public Market Setting
by: Fereydouni, Mehrnoush, et al.
Published: (2026)

Towards Adaptive Human-centric Video Anomaly Detection: A Comprehensive Framework and A New Benchmark
by: Pazho, Armin Danesh, et al.
Published: (2024)

Route Recommendations for Traffic Management Under Learned Partial Driver Compliance
by: Bang, Heeseung, et al.
Published: (2025)

Temporal Transfer Learning for Traffic Optimization with Coarse-grained Advisory Autonomy
by: Cho, Jung-Hoon, et al.
Published: (2023)

Real-Time Bus Arrival Prediction: A Deep Learning Approach for Enhanced Urban Mobility
by: Rashvand, Narges, et al.
Published: (2023)

Learning Where It Matters: Geometric Anchoring for Robust Preference Alignment
by: Cho, Youngjae, et al.
Published: (2026)

Cooperative Advisory Residual Policies for Congestion Mitigation
by: Hasan, Aamir, et al.
Published: (2024)

Real-Time Bus Departure Prediction Using Neural Networks for Smart IoT Public Bus Transit
by: Rashvand, Narges, et al.
Published: (2025)

OCT-SelfNet: A Self-Supervised Framework with Multi-Modal Datasets for Generalized and Robust Retinal Disease Detection
by: Jannat, Fatema-E, et al.
Published: (2024)

Anatomy-Aware Unsupervised Detection and Localization of Retinal Abnormalities in Optical Coherence Tomography
by: Haghighi, Tania, et al.
Published: (2026)

Hierarchically Gated Experts for Efficient Online Continual Learning
by: Luong, Kevin, et al.
Published: (2024)

MoFM: A Large-Scale Human Motion Foundation Model
by: Baharani, Mohammadreza, et al.
Published: (2025)

Learning-Augmented Hierarchical Clustering
by: Braverman, Vladimir, et al.
Published: (2025)

Sample Weight Estimation Using Meta-Updates for Online Continual Learning
by: Hemati, Hamed, et al.
Published: (2024)

Online Nonparametric Supervised Learning for Massive Data
by: Chaouch, Mohamed, et al.
Published: (2024)

OrdMoE: Preference Alignment via Hierarchical Expert Group Ranking in Multimodal Mixture-of-Experts LLMs
by: Gao, Yuting, et al.
Published: (2025)

Multi-residual Mixture of Experts Learning for Cooperative Control in Multi-vehicle Systems
by: Jayawardana, Vindula, et al.
Published: (2025)

Online Learning-to-Defer with Varying Experts
by: Duy, Dang Hoang, et al.
Published: (2026)

Learning Speed Adaptation for Flight in Clutter
by: Zhao, Guangyu, et al.
Published: (2024)

FedQV: Leveraging Quadratic Voting in Federated Learning
by: Chu, Tianyue, et al.
Published: (2024)

Enhancing Automatic Modulation Recognition for IoT Applications Using Transformers
by: Rashvand, Narges, et al.
Published: (2024)

Addressing Concept Mislabeling in Concept Bottleneck Models Through Preference Optimization
by: Penaloza, Emiliano, et al.
Published: (2025)

\texttt{Range-Arithmetic}: Verifiable Deep Learning Inference on an Untrusted Party
by: Rahimi, Ali, et al.
Published: (2025)

Distributionally Robust K-Means Clustering
by: Malik, Vikrant, et al.
Published: (2026)

Self-Abstraction Learning for Effective and Stable Training of Deep Neural Networks
by: Cho, Wonyong, et al.
Published: (2026)

Online Policy Learning from Offline Preferences
by: Zhang, Guoxi, et al.
Published: (2024)

Spectral Souping: A Unified Framework for Online Preference Alignment
by: Chow, Yinlam, et al.
Published: (2026)

Debiasing Online Preference Learning via Preference Feature Preservation
by: Kim, Dongyoung, et al.
Published: (2025)

Learning from Disagreement: Clinician Overrides as Implicit Preference Signals for Clinical AI in Value-Based Care
by: Singh, Prabhjot, et al.
Published: (2026)

Hierarchical Clustering With Confidence
by: Wu, Di, et al.
Published: (2025)

Hybrid-Hierarchical Fashion Graph Attention Network for Compatibility-Oriented and Personalized Outfit Recommendation
by: Saed, Sajjad, et al.
Published: (2025)

Encoding Predictability and Legibility for Style-Conditioned Diffusion Policy
by: Crétides, Adrien Jacquet, 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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