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Win Mathew John

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Sep 2026

Multi-Objective Optimization for Personalized Educational Pathway Planning: A Temporal Student Modeling Approach

Personalized educational pathway planning requires learning systems to continuously adapt instructional sequences to the evolving knowledge, behaviour, learning objectives, and cognitive characteristics of individual students. Conventional recommendation approaches frequently rely on static learner profiles or optimize...

Win Mathew John · 0 citations
Review Open access Jul 2026

Time-Series Foundation Models for Zero-Shot Forecasting

The evidence indicates that a frozen foundation model often matches a per-dataset deep model while removing training cost at deployment, though a tuned specialist still leads on some series.

Win Mathew John · 0 citations

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