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Bibliographic Details
Main Authors:	Yang, Kaixun, Fan, Yizhou, Tang, Luzhen, Raković, Mladen, Li, Xinyu, Gašević, Dragan, Chen, Guanliang
Format:	Preprint
Published:	2025
Subjects:	Human-Computer Interaction Computers and Society
Online Access:	https://arxiv.org/abs/2508.10310
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Ink and Algorithm: Exploring Temporal Dynamics in Human-AI Collaborative Writing
by: Yang, Kaixun, et al.
Published: (2024)

FLoRA: An Advanced AI-Powered Engine to Facilitate Hybrid Human-AI Regulated Learning
by: Li, Xinyu, et al.
Published: (2025)

Dataset of GenAI-Assisted Information Problem Solving in Education
by: Li, Xinyu, et al.
Published: (2026)

The FLoRA Engine: Using Analytics to Measure and Facilitate Learners' own Regulation Activities
by: Li, Xinyu, et al.
Published: (2024)

The Agency Gap: How Generative AI Literacy Shapes Independent Writing after AI Support
by: Jin, Yueqiao, et al.
Published: (2025)

Self-Regulated Learning in Essay Writing: Consistency of Strategies and Impact on Outcomes
by: Fernández-Nieto, Gloria, et al.
Published: (2026)

When LLMs fall short in Deductive Coding: Model Comparison and Human AI Collaboration Workflow Design
by: Li, Zijian, et al.
Published: (2025)

Evidence-centered Assessment for Writing with Generative AI
by: Cheng, Yixin, et al.
Published: (2024)

Self-regulated Learning Processes in Secondary Education: A Network Analysis of Trace-based Measures
by: Cheng, Yixin, et al.
Published: (2024)

Does the Prompt-based Large Language Model Recognize Students' Demographics and Introduce Bias in Essay Scoring?
by: Yang, Kaixun, et al.
Published: (2025)

Beware of Metacognitive Laziness: Effects of Generative Artificial Intelligence on Learning Motivation, Processes, and Performance
by: Fan, Yizhou, et al.
Published: (2024)

Unveiling the Tapestry of Automated Essay Scoring: A Comprehensive Investigation of Accuracy, Fairness, and Generalizability
by: Yang, Kaixun, et al.
Published: (2024)

Generative AI in Higher Education: A Global Perspective of Institutional Adoption Policies and Guidelines
by: Jin, Yueqiao, et al.
Published: (2024)

Agentic AI as Undercover Teammates: Argumentative Knowledge Construction in Hybrid Human-AI Collaborative Learning
by: Yan, Lixiang, et al.
Published: (2025)

Human-Centred Learning Analytics and AI in Education: a Systematic Literature Review
by: Alfredo, Riordan, et al.
Published: (2023)

Scalable LLM-based Coding of Dialogue in Healthcare Simulation: Balancing Coding Performance, Processing Time, and Environmental Impact
by: Garces, Kiyoshige, et al.
Published: (2026)

Chatting with a Learning Analytics Dashboard: The Role of Generative AI Literacy on Learner Interaction with Conventional and Scaffolding Chatbots
by: Jin, Yueqiao, et al.
Published: (2024)

FATE in MMLA: A Student-Centred Exploration of Fairness, Accountability, Transparency, and Ethics in Multimodal Learning Analytics
by: Jin, Yueqiao, et al.
Published: (2024)

The Social Blindspot in Human-AI Collaboration: How Undetected AI Personas Reshape Team Dynamics
by: Yan, Lixiang, et al.
Published: (2025)

Toward Scalable Co-located Practical Learning: Assisting with Computer Vision and Multimodal Analytics
by: Li, Xinyu, et al.
Published: (2026)

Emergent Learner Agency in Implicit Human-AI Collaboration: How AI Personas Reshape Creative-Regulatory Interaction
by: Jin, Yueqiao, et al.
Published: (2025)

GLAT: The Generative AI Literacy Assessment Test
by: Jin, Yueqiao, et al.
Published: (2024)

Agentivism: a learning theory for the age of artificial intelligence
by: Yan, Lixiang, et al.
Published: (2026)

Fair Knowledge Tracing in Second Language Acquisition
by: Tang, Weitao, et al.
Published: (2024)

Hidden Prompts in Manuscripts Exploit AI-Assisted Peer Review
by: Lin, Zhicheng
Published: (2025)

Capturing and Sharing Know-How through Visual Process Representations: A Human-Centred Approach to Teacher Workflows
by: Fernández-Nieto, Gloria, et al.
Published: (2025)

Can AI writing be salvaged? Mitigating Idiosyncrasies and Improving Human-AI Alignment in the Writing Process through Edits
by: Chakrabarty, Tuhin, et al.
Published: (2024)

When AI Writes Back: Ethical Considerations by Physicians on AI-Drafted Patient Message Replies
by: Hu, Di, et al.
Published: (2025)

The Impact and Feasibility of Self-Confidence Shaping for AI-Assisted Decision-Making
by: Takayanagi, Takehiro, et al.
Published: (2025)

AI-Driven Human-Autonomy Teaming in Tactical Operations: Proposed Framework, Challenges, and Future Directions
by: Hagos, Desta Haileselassie, et al.
Published: (2024)

Socially fluent AI decouples conversational signals from source identity in online interaction
by: Yan, Lixiang, et al.
Published: (2026)

Promises and challenges of generative artificial intelligence for human learning
by: Yan, Lixiang, et al.
Published: (2024)

Unpacking Interaction Profiles and Strategies in Human-AI Collaborative Problem Solving: A Cognitive Distribution and Regulation Perspective
by: Hao, Zhanxin, et al.
Published: (2026)

The Effects of Generative AI Agents and Scaffolding on Enhancing Students' Comprehension of Visual Learning Analytics
by: Yan, Lixiang, et al.
Published: (2024)

Distinguishing performance gains from learning when using generative AI
by: Yan, Lixiang, et al.
Published: (2026)

Content Platform GenAI Regulation via Compensation
by: Chaimanowong, Wee
Published: (2026)

Self-Regulated Reading with AI Support: An Eight-Week Study with Students
by: Fu, Yue, et al.
Published: (2026)

Learning to Assist Humans without Inferring Rewards
by: Myers, Vivek, et al.
Published: (2024)

Beyond the AI Tutor: Social Learning with LLM Agents
by: Kumar, Harsh, 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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