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Bibliographic Details
Main Authors:	Wang, Hanchen David, Liu, Yilin, Lee, Madison J., Rayala, Surya Chand, Biswas, Gautam, Levin, Daniel T., Ma, Meiyi
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	https://arxiv.org/abs/2605.20233
Tags:	Add Tag No Tags, Be the first to tag this record!

Multimodal Methods for Analyzing Learning and Training Environments: A Systematic Literature Review
by: Cohn, Clayton, et al.
Published: (2024)

Learning with Preserving for Continual Multitask Learning
by: Wang, Hanchen David, et al.
Published: (2025)

BEAGLE: Behavior-Enforced Agent for Grounded Learner Emulation
by: Wang, Hanchen David, et al.
Published: (2026)

Evidence-Decision-Feedback: Theory-Driven Adaptive Scaffolding for LLM Agents
by: Cohn, Clayton, et al.
Published: (2026)

A Theory-Guided LLM Pedagogical Agent for STEM+C Scaffolding Without Over-Reliance
by: Cohn, Clayton, et al.
Published: (2026)

ESVQA: Perceptual Quality Assessment of Egocentric Spatial Videos
by: Zhu, Xilei, et al.
Published: (2024)

A Theory of Adaptive Scaffolding for LLM-Based Pedagogical Agents
by: Cohn, Clayton, et al.
Published: (2025)

Comparing Learning Paradigms for Egocentric Video Summarization
by: Wen, Daniel
Published: (2025)

Estimating Ego-Body Pose from Doubly Sparse Egocentric Video Data
by: Chi, Seunggeun, et al.
Published: (2024)

Diff-IP2D: Diffusion-Based Hand-Object Interaction Prediction on Egocentric Videos
by: Ma, Junyi, et al.
Published: (2024)

MDS-VQA: Model-Informed Data Selection for Video Quality Assessment
by: Zou, Jian, et al.
Published: (2026)

Instance Tracking in 3D Scenes from Egocentric Videos
by: Zhao, Yunhan, et al.
Published: (2023)

AoE: Always-on Egocentric Human Video Collection for Embodied AI
by: Yang, Bowen, et al.
Published: (2026)

PlayerOne: Egocentric World Simulator
by: Tu, Yuanpeng, et al.
Published: (2025)

Zero-Shot Temporal Interaction Localization for Egocentric Videos
by: Zhang, Erhang, et al.
Published: (2025)

Retrieval-Augmented Egocentric Video Captioning
by: Xu, Jilan, et al.
Published: (2024)

Ego-1K -- A Large-Scale Multiview Video Dataset for Egocentric Vision
by: Lee, Jae Yong, et al.
Published: (2026)

EgoSim: Egocentric World Simulator for Embodied Interaction Generation
by: Hao, Jinkun, et al.
Published: (2026)

Question-Aware Evidence Ledgers for Video Relational Reasoning
by: Ou, Yilin, et al.
Published: (2026)

An Ensemble Approach to Short-form Video Quality Assessment Using Multimodal LLM
by: Wen, Wen, et al.
Published: (2024)

Minerva-Ego: Spatiotemporal Hints for Egocentric Video Understanding
by: Nagrani, Arsha, et al.
Published: (2026)

Technical Report for Egocentric Mistake Detection for the HoloAssist Challenge
by: Patsch, Constantin, et al.
Published: (2025)

Grounded Question-Answering in Long Egocentric Videos
by: Di, Shangzhe, et al.
Published: (2023)

Spatial-Conditioned Reasoning in Long-Egocentric Videos
by: Tribble, James, et al.
Published: (2026)

Identification of Conversation Partners from Egocentric Video
by: Dorszewski, Tobias, et al.
Published: (2024)

Anticipating Next Active Objects for Egocentric Videos
by: Thakur, Sanket, et al.
Published: (2023)

VidEgoThink: Assessing Egocentric Video Understanding Capabilities for Embodied AI
by: Cheng, Sijie, et al.
Published: (2024)

Video Question Answering for People with Visual Impairments Using an Egocentric 360-Degree Camera
by: Song, Inpyo, et al.
Published: (2024)

EgoLoc: A Generalizable Solution for Temporal Interaction Localization in Egocentric Videos
by: Ma, Junyi, et al.
Published: (2025)

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment
by: Biswas, Dipayan, et al.
Published: (2025)

HaWoR: World-Space Hand Motion Reconstruction from Egocentric Videos
by: Zhang, Jinglei, et al.
Published: (2025)

EduVQA: Towards Concept-Aware Assessment of Educational AI-Generated Videos
by: Chen, Baoliang, et al.
Published: (2026)

EgoEsportsQA: An Egocentric Video Benchmark for Perception and Reasoning in Esports
by: Ma, Jianzhe, et al.
Published: (2026)

MADiff: Motion-Aware Mamba Diffusion Models for Hand Trajectory Prediction on Egocentric Videos
by: Ma, Junyi, et al.
Published: (2024)

PARSE-Ego4D: Personal Action Recommendation Suggestions for Egocentric Videos
by: Abreu, Steven, et al.
Published: (2024)

Lecture Video Visual Objects (LVVO) Dataset: A Benchmark for Visual Object Detection in Educational Videos
by: Biswas, Dipayan, et al.
Published: (2025)

Grounded Multi-Hop VideoQA in Long-Form Egocentric Videos
by: Chen, Qirui, et al.
Published: (2024)

EGOILLUSION: Benchmarking Hallucinations in Egocentric Video Understanding
by: Seth, Ashish, et al.
Published: (2025)

Fine-grained Spatiotemporal Grounding on Egocentric Videos
by: Liang, Shuo, et al.
Published: (2025)

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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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