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Johannes Deleu

5 accepted papers

2025

Dynamic Negative Guidance of Diffusion Models

ICLR 2025poster

Negative Prompting (NP) is widely utilized in diffusion models, particularly in text-to-image applications, to prevent the generation of undesired features. In this paper, we show that conventional NP is limited by the assumption of a constant guidance scale, which may lead to highly suboptimal resu…

2025

Feedback Guidance of Diffusion Models

NeurIPS 2025poster

While Classifier-Free Guidance (CFG) has become standard for improving sample fidelity in conditional diffusion models, it can harm diversity and induce memorization by applying constant guidance regardless of whether a particular sample needs correction. We propose **F**eed**B**ack **G**uidance (FB…

Cited by 0SourceScholar
2023

BioDEX: Large-Scale Biomedical Adverse Drug Event Extraction for Real-World Pharmacovigilance

EMNLP 2023long findings

Timely and accurate extraction of Adverse Drug Events (ADE) from biomedical literature is paramount for public safety, but involves slow and costly manual labor. We set out to improve drug safety monitoring (pharmacovigilance, PV) through the use of Natural Language Processing (NLP). We introduce Bi…

Cited by 0SourcecodeScholar
2022

TempEL: Linking Dynamically Evolving and Newly Emerging Entities

NeurIPS 2022accept

In our continuously evolving world, entities change over time and new, previously non-existing or unknown, entities appear. We study how this evolutionary scenario impacts the performance on a well established entity linking (EL) task. For that study, we introduce TempEL, an entity linking dataset t…

2022

Towards Consistent Document-level Entity Linking: Joint Models for Entity Linking and Coreference Resolution

ACL 2022short

We consider the task of document-level entity linking (EL), where it is important to make consistent decisions for entity mentions over the full document jointly. We aim to leverage explicit “connections” among mentions within the document itself: we propose to join EL and coreference resolution (co…