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Bibliographic Details
Main Authors:	Cohn, Clayton, Davalos, Eduardo, Vatral, Caleb, Fonteles, Joyce Horn, Wang, Hanchen David, Coursey, Austin, Rayala, Surya, S, Ashwin T, Ma, Meiyi, Biswas, Gautam
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Multimedia
Online Access:	https://arxiv.org/abs/2408.14491
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A Theory of Adaptive Scaffolding for LLM-Based Pedagogical Agents
by: Cohn, Clayton, et al.
Published: (2025)

3D Gaze Tracking for Studying Collaborative Interactions in Mixed-Reality Environments
by: Davalos, Eduardo, et al.
Published: (2024)

Personalizing Student-Agent Interactions Using Log-Contextualized Retrieval-Augmented Generation (RAG)
by: Cohn, Clayton, et al.
Published: (2025)

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

Analyzing Recursiveness in Multimodal Generative Artificial Intelligence: Stability or Divergence?
by: Conde, Javier, et al.
Published: (2024)

Video-Based Performance Evaluation for ECR Drills in Synthetic Training Environments
by: Rayala, Surya, et al.
Published: (2025)

CoTAL: Human-in-the-Loop Prompt Engineering for Generalizable Formative Assessment Scoring
by: Cohn, Clayton, et al.
Published: (2025)

AI-Assisted Competency Assessment from Egocentric Video in Simulation-Based Nursing Education
by: Wang, Hanchen David, et al.
Published: (2026)

OpenVNA: A Framework for Analyzing the Behavior of Multimodal Language Understanding System under Noisy Scenarios
by: Yuan, Ziqi, et al.
Published: (2024)

FLARE: Full-Modality Long-Video Audiovisual Retrieval Benchmark with User-Simulated Queries
by: You, Qijie, et al.
Published: (2026)

Loss-tolerant neural video codec aware congestion control for real time video communication
by: Xia, Zhengxu, et al.
Published: (2024)

GalleryGPT: Analyzing Paintings with Large Multimodal Models
by: Bin, Yi, et al.
Published: (2024)

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

Multimodal Classification and Out-of-distribution Detection for Multimodal Intent Understanding
by: Zhang, Hanlei, et al.
Published: (2024)

Dark Side of Modalities: Reinforced Multimodal Distillation for Multimodal Knowledge Graph Reasoning
by: Zhao, Yu, et al.
Published: (2025)

MInD: Improving Multimodal Sentiment Analysis via Multimodal Information Disentanglement
by: Dai, Weichen, et al.
Published: (2024)

An Efficient Digital Watermarking Technique for Small Scale devices
by: Talathi, Kaushik, et al.
Published: (2025)

From Multimodal Signals to Adaptive XR Experiences for De-escalation Training
by: Nierula, Birgit, et al.
Published: (2026)

Training Data Efficiency in Multimodal Process Reward Models
by: Li, Jinyuan, et al.
Published: (2026)

Hyperbolic Multimodal Generative Representation Learning for Generalized Zero-Shot Multimodal Information Extraction
by: Zhou, Baohang, et al.
Published: (2026)

A Multimodal Framework for Explainable Evaluation of Soft Skills in Educational Environments
by: Guerrero-Sosa, Jared D. T., et al.
Published: (2025)

Missingness-resilient Video-enhanced Multimodal Disfluency Detection
by: Mohapatra, Payal, et al.
Published: (2024)

Multimodal Graph-Based Variational Mixture of Experts Network for Zero-Shot Multimodal Information Extraction
by: Zhou, Baohang, et al.
Published: (2025)

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

MM-InstructEval: Zero-Shot Evaluation of (Multimodal) Large Language Models on Multimodal Reasoning Tasks
by: Yang, Xiaocui, et al.
Published: (2024)

A First Step in Using Machine Learning Methods to Enhance Interaction Analysis for Embodied Learning Environments
by: Fonteles, Joyce, et al.
Published: (2024)

SIN-Bench: Tracing Native Evidence Chains in Long-Context Multimodal Scientific Interleaved Literature
by: Ren, Yiming, et al.
Published: (2026)

Seeing Sarcasm Through Different Eyes: Analyzing Multimodal Sarcasm Perception in Large Vision-Language Models
by: Chen, Junjie, et al.
Published: (2025)

Decoding the Hook: A Multimodal LLM Framework for Analyzing the Hooking Period of Video Ads
by: Zhang, Kunpeng, et al.
Published: (2026)

Safe Continual Reinforcement Learning in Non-stationary Environments
by: Coursey, Austin, et al.
Published: (2026)

Exploring the Role of Audio in Multimodal Misinformation Detection
by: Liu, Moyang, et al.
Published: (2024)

Towards Multimodal Emotional Support Conversation Systems
by: Chu, Yuqi, et al.
Published: (2024)

Multimodal Emotion Recognition with Large Language Models
by: Zhang, Hongrui, et al.
Published: (2026)

On the Design of Safe Continual RL Methods for Control of Nonlinear Systems
by: Coursey, Austin, et al.
Published: (2025)

Towards Training-free Multimodal Hate Localisation with Large Language Models
by: Sun, Yueming, et al.
Published: (2026)

Contrastive Knowledge Distillation for Robust Multimodal Sentiment Analysis
by: Sang, Zhongyi, et al.
Published: (2024)

Multimodal LLM-based Query Paraphrasing for Video Search
by: Wu, Jiaxin, et al.
Published: (2024)

From Natural Alignment to Conditional Controllability in Multimodal Dialogue
by: Jin, Zeyu, et al.
Published: (2026)

Subjective Quality Assessment of Dynamic 3D Meshes in Virtual Reality Environment
by: Nguyen, Duc V., 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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