TRACE: Instruction Guide

TRACE is a framework designed to audit YouTube’s recommendation algorithm in a scalable and reproducible way. It uses LLM-driven personas to simulate realistic user behavior and explore recommendation dynamics. The system separates initial context from personas, enabling controlled and comparable experiments. Its modular architecture ensures scalability, transparency, and full traceability of results. This presentation serves as a user guide, explaining how to configure, run, and monitor TRACE experiments.

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Publication Details

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DIAL (Catholic University of Leuven)
Published
2026-01-01
Primary Topic
Persona Design and Applications
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article
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article

TRACE: Instruction Guide

Corentin Vande Kerckhove, Colin Timmers, WSDM '26:The Nineteenth ACM International Conference on Web Search and Data Mining
DIAL (Catholic University of Leuven)
Persona Design and Applications
article

TRACE: Instruction Guide

Corentin Vande Kerckhove, Colin Timmers, WSDM '26:The Nineteenth ACM International Conference on Web Search and Data Mining
article en

Abstract

TRACE is a framework designed to audit YouTube’s recommendation algorithm in a scalable and reproducible way. It uses LLM-driven personas to simulate realistic user behavior and explore recommendation dynamics. The system separates initial context from personas, enabling controlled and comparable experiments. Its modular architecture ensures scalability, transparency, and full traceability of results. This presentation serves as a user guide, explaining how to configure, run, and monitor TRACE experiments.

DIAL (Catholic University of Leuven)
Openalex Percentile: Top 10%
Persona Design and Applications
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TRACE: Instruction Guide — Corentin Vande Kerckhove, Colin Timmers, et al. · DIAL (Catholic University of Leuven) (2026) | TGRS Research Map | TGRS