EDM

Time as a geometric property of the latent space: An empirical study of Time-and-Order RoPE in Knowledge Tracing

Mon Jun 29, 3:45 PM–4:10 PM · North 202

Knowledge Tracing Educational Data Mining Methods

★ Notable speakers

Luiz Rodrigues ★ — Gamification in education; educational technology; engagement and motivation in AIED

Rafael Ferreira Mello ★ — Learning analytics; NLP for education; automated text analysis; MOOCs; Latin American LA community

Studies time and ordering in knowledge-tracing transformers by modeling temporal position as a geometric property of the latent space using RoPE-based encodings.

Authors

Willian Costa, Filipe Dwan Pereira, Gabriel Alves, André Nascimento, Luiz Rodrigues, Mario A. P. Santos, Tyagi M. Lima, Rafael Ferreira Mello