Research Explorer

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Researcher

Paloma Rabaey

Awards & Distinctions

12 Results

2025

Prior Knowledge Injection into Deep Learning Models Predicting Gene Expression from Whole Slide Images

Max HallemeeschMarija PizuricaPaloma RabaeyOlivier GevaertThomas DemeesterKathleen Marchal

SynSUM -- Synthetic Benchmark with Structured and Unstructured Medical Records

Paloma RabaeyHenri ArnoStefan HeytensThomas Demeester

Why synthetic discoveries are not only a problem of differentially private synthetic data

Heidelinde DehaeneAlexander DecruyenaereChristiaan PoletJohan DecruyenaerePaloma RabaeyThomas DemeesterStijn Vansteelandt

A1 Journal Article in METHODS OF INFORMATION IN MEDICINE

2024

Clinical reasoning over tabular data and text with bayesian networks

Paloma RabaeyJohannes DeleuStefan HeytensThomas Demeester

Debiasing synthetic data generated by deep generative models

Alexander DecruyenaereHeidelinde DehaenePaloma RabaeyJohan DecruyenaereChristiaan PoletThomas DemeesterStijn Vansteelandt

From text to treatment effects : a meta-learning approach to handling text-based confounding

Henri ArnoPaloma RabaeyThomas Demeester

Inference failure with synthetic arms : empirical application to phase III oncology trials

Alexander DecruyenaereHeidelinde DehaenePaloma RabaeyCharles PoletJohan DecruyenaereToon DemeesterStijn VansteelandtSylvie Rottey

The real deal behind the artificial appeal : inferential utility of tabular synthetic data

Alexander DecruyenaereHeidelinde DehaenePaloma RabaeyChristiaan PoletJohan DecruyenaereStijn VansteelandtThomas Demeester

Time-dependent complexity characterisation of activity patterns in patients with Chronic Fatigue Syndrome

Paloma RabaeyPeter DecatStefan HeytensDirk VogelaersAn MarimanThomas Demeester

A1 Journal Article in BIOPSYCHOSOCIAL MEDICINE

2023

Synthetic data : can we trust statistical estimators?

Alexander DecruyenaereHeidelinde DehaenePaloma RabaeyChristiaan PoletJohan DecruyenaereStijn VansteelandtThomas Demeester

2022

Neural Bayesian network understudy

Paloma RabaeyCedric De BoomThomas Demeester

2021

Frozen pretrained transformers for neural sign language translation

Mathieu De CosterKarel D'OosterlinckMarija PizuricaPaloma RabaeySeverine VerlindenMieke Van HerrewegheJoni Dambre