10 citations · 11 across the 8 of their papers we have counts for
4 papers · 1 filter
Transfer Learning for Edge Classification on Dynamic Text-Attributed Graphs
Tyler Bonnet, Marek Rei
Learning transferable representations for dynamic text-attributed graphs (DyTAGs) requires models to capture underlying interaction dynamics that persist across domains. However, e…
Pretraining EHR Foundation Models with Patient-Aware Sampling
Joshua Placidi, Yuxuan Liu, Jinpei Han +2
Autoregressive foundation models for electronic health records (EHRs) typically inherit pretraining methods from language modeling, where patient trajectories are concatenated into…
An Analysis of Role Semantics in Directed Dynamic Graph Modeling for Edge Classification
Tyler Bonnet, Marek Rei
Edge classification on directed dynamic graphs is critical for understanding evolving user-item interactions and behavioral patterns in recommender systems and social platforms. Ex…
Capture the Flags: Family-Based Evaluation of Agentic LLMs via Semantics-Preserving Transformations
Shahin Honarvar, Amber Gorzynski, James Lee-Jones +4
Agentic large language models (LLMs) are increasingly evaluated on cybersecurity tasks using capture-the-flag (CTF) benchmarks, yet existing pointwise benchmarks offer limited insi…