aied

Proof-of-concept behavioural analysis system for early detection of dyslexia and ADHD using spelling pattern evaluation, sentence rewriting similarity analysis, and keyboard/mouse interaction monitoring.

AIED 2025: Local-Global Cascaded Ensemble Learning on Hybrid Experts for Knowledge Concept Tagging

Source code and data for the paper "An Automatic Question Usability Evaluation Toolkit" which details SAQUET: Scalable Automatic Question Usability Evaluation Toolkit

Central repository for a modular, RAG-based AI Learning Assistant for Moodle LMS. Integrates a FastAPI backend, Next.js dashboard, and native PHP plugin to enhance digital education. Developed as an engineering thesis at Warsaw University of Technology (MiNI WUT).

Pedagogical logic rules, human evaluation rubrics, and Monte Carlo simulation data for the AIED 2026 paper: From Untamed Black Box to Interpretable Pedagogical Orchestration (ES-LLMs).

Interactive Next.js frontend for the *AI Learning Assistant* Moodle plugin. Features a context-aware chat interface, automated quiz module, and learning progress analytics. Part of an engineering thesis at WUT.

Procedural Fractal Pedagogy (PFP / Werredu v1.0): Zero-Storage Mandelbrot Boundary Reflexes & Lean 4 Formal Verification for AIED

Descriptive sequence analytics for learner state transitions, entropy, persistence, and self-regulated learning research.

Transparent lesson-design scaffold for objective analysis, adaptive sequencing, assessment-alignment prompts, accessibility prompts, and human review.

Discover Kunshan

Interactive timeline of learning theories, instructional design, AIED, learning analytics, EDM, QE, VR, and agentic AI.

RNN and LSTM baselines for next-response knowledge tracing on anonymized ASSISTments data, with leakage-aware preprocessing, EDA, and student-disjoint evaluation.

Transparent learner-system interaction simulator for agency-aware adaptive support, learner choice, policy stress testing, and sensitivity analysis.

AI in Education research bundle benchmarking priors, BKT, PFA, and GRU knowledge tracing on learner-disjoint ASSISTments 2009 data.

Profile README for Anna Ostrowska — MSc Data Science student, Generative AI Engineer, and human-centered AI researcher.

Transparent multimodal learning analytics for learner/session-safe temporal alignment, feature fusion, and explicit missing-modality handling.

Transparent curriculum auditing baseline for comparing learning outcomes, activities, and assessments using Bloom-level and lexical review signals.

AIEd research prototype for transparent instructor-facing learning analytics, learner summaries, review flags, and human-centered educational decision support.

Native Moodle PHP plugin (mod_chatbot) serving as the integration bridge for a RAG-powered AI Learning Assistant. Part of an engineering thesis at WUT.

Procedural Fractal Pedagogy (PFP / Werredu v1.0): Zero-Storage Mandelbrot Boundary Reflexes & Lean 4 Formal Verification for AIED