Research Explorer

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Project

Flanders Artificial Intelligence Research program (FAIR) – second cycle - 2025

Outputs and Outcomes

Publications

Explainable knowledge graph embeddings for industrial process monitoring & control

Michael WeynsThibault BlyauBram SteenwinckelFilip De TurckSofie Van HoeckeFemke Ongenae

A1 Journal Article in INFORMATION FUSION

Consistent multi-animal pose estimation in cattle using dynamic Kalman filter based tracking

Maarten PerneelInes AdriaensBen AernoutsJan Verwaeren

A2 Journal Article in SMART AGRICULTURAL TECHNOLOGY

Dynamic multi-behaviour, orientation-invariant re-identification of Holstein-Friesian cattle

Maarten PerneelInes AdriaensJan VerwaerenBen Aernouts

A1 Journal Article in SENSORS

Electroencephalography decoding with conditional identification generator

Pengfei SunJorg De WinneMalu ZhangPaul DevosDick Botteldooren

U Journal Article in International Journal of Neural Systems

Towards parameter-free attentional spiking neural networks

Pengfei SunJibin WuPaul DevosDick Botteldooren

A1 Journal Article in NEURAL NETWORKS

InfoClus : informative clustering of high-dimensional data embeddings

Fuyin LaiEdith HeiterGuillaume BiedJefrey Lijffijt

Causalteshap : discerning predictive from prognostic features for treatment effect analysis

Jarne VerhaegheFemke OngenaeSofie Van Hoecke

A1 Journal Article in INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS

Evaluation of out-of-distribution detection methods for data shifts in single-cell transcriptomics

Lauren TheunissenThomas MortierYvan SaeysWillem Waegeman

A1 Journal Article in BRIEFINGS IN BIOINFORMATICS

RR-GCN : exploring untrained random embeddings for relational graphs

Sandeep RamachandraVic DegraeveGilles VandewieleBram SteenwinckelSofie Van HoeckeFemke Ongenae

A1 Journal Article in INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING

The extreme value support measure machine for group anomaly detection

Lixuan AnBernard De BaetsStijn Luca

A1 Journal Article in MATHEMATICS

A dynamic systems approach to modeling human-machine rhythm interaction

Zhongju YuanWannes Van RansbeeckGeraint A. WigginsDick Botteldooren

A1 Journal Article in IEEE TRANSACTIONS ON CYBERNETICS

Delayed knowledge transfer : cross-modal knowledge transfer from delayed stimulus to EEG for continuous attention detection based on spike-represented EEG signals

Pengfei SunJorg De WinneMalu ZhangPaul DevosDick Botteldooren

A1 Journal Article in NEURAL NETWORKS

Bayesian optimization of microwave filters : a physics-informed approach using the Szegö kernel

Yens LindemansThijs UllrickIvo CouckuytDirk DeschrijverTom Dhaene

Biased heritage : how datasets shape models in facial expression recognition

Iris Dominguez-CatenaDaniel PaternainMikel GalarMarybeth DefranceMaarten BuylTijl De Bie

AI alignment at your discretion

Maarten BuylHadi KhalafClaudio Mayrink VerdunLucas Monteiro PaesCaio C. Vieira MachadoFlavio du Pin Calmon

Multi-camera detection and tracking for individual broiler monitoring

Thorsten CardoenPatricia Soster de CarvalhoGunther AntonissenFrank A. M. TuyttensSam LerouxPieter Simoens

A1 Journal Article in COMPUTERS AND ELECTRONICS IN AGRICULTURE

UniC : a dataset for emotion analysis of videos with multimodal and unimodal labels

Quanqi DuSofie LabatThomas DemeesterVeronique Hoste

A1 Journal Article in LANGUAGE RESOURCES AND EVALUATION

Conditional validity of heteroskedastic conformal regression

Nicolas DewolfBernard De BaetsWillem Waegeman

A1 Journal Article in INFORMATION AND INFERENCE-A JOURNAL OF THE IMA

FOCUS : object-centric world models for robotic manipulation

Stefano FerraroPietro MazzagliaTim VerbelenBart Dhoedt

A1 Journal Article in FRONTIERS IN NEUROROBOTICS

Landmarker : a toolkit for anatomical landmark localization in 2D/3D images

Jef JonkersLuc DuchateauGlenn Van WallendaelSofie Van Hoecke

A1 Journal Article in SOFTWAREX

Integrating visual context into language models for situated social conversation starters

Ruben JanssensPieter WolfertThomas DemeesterTony Belpaeme

A1 Journal Article in IEEE TRANSACTIONS ON AFFECTIVE COMPUTING

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

Sentiment analysis on video transcripts : comparing the value of textual and multimodal annotations

Quanqi DuLoic De LangheEls LefeverVeronique Hoste

Child speech recognition in human-robot interaction : problem solved?

Ruben JanssensEva VerhelstGiulio Antonio AbboQiaoqiao RenMaria Jose Pinto BernalTony Belpaeme

Online prediction of user enjoyment in human-robot dialogue with LLMs

Ruben JanssensAndré PereiraGabriel SkantzeBahar IrfanTony Belpaeme

Enabling autonomous and adaptive social robots in education : a vision for the application of generative AI

Eva VerhelstRuben JanssensTony Belpaeme

Bookchapter in Social robots in education : how to effectively introduce social robots into classrooms

LLM4Jobs : unsupervised occupation extraction and standardization leveraging large language models

Nan LiBo KangTijl De Bie

A1 Journal Article in KNOWLEDGE-BASED SYSTEMS

The role of trustworthy and reliable AI for multiple sclerosis

Lorin Werthen-BrabantsTom DhaeneDirk Deschrijver

A2 Journal Article in FRONTIERS IN DIGITAL HEALTH

Pre-trained Maldi Transformers improve MALDI-TOF MS-based prediction

Gaetan De WaeleGerben MenschaertPeter VandammeWillem Waegeman

A1 Journal Article in COMPUTERS IN BIOLOGY AND MEDICINE

Assessment of uncertainty quantification in universal differential equations

Nina SchmidDavid Fernandes del PozoWillem WaegemanJan Hasenauer

A1 Journal Article in PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Maximal combinations of fairness definitions

Marybeth DefranceTijl De Bie

A1 Journal Article in JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH

Deep learning-based event counting for apnea-hypopnea index estimation using recursive spiking neural networks

Lorin Werthen-BrabantsYolanda Castillo-EscarioWillemijn GroenendaalRaimon JaneTom DhaeneDirk Deschrijver

A1 Journal Article in IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Hybrid data fusion for low-cost high-speed monitoring in powder bed fusion 3D printing

Brian BoothSam LerouxDries VerheesMathieu VandecasteeleCyril BlancAbdellatif Bey-TemsamaniWilfried Philips

Adaptive clustering for efficient Phenotype segmentation of UAV hyperspectral data

Ciem CornelissenSam LerouxPieter Simoens

Exploring correlated facial attributes in text-to-image models : unintended consequences in synthetic face generation

Sander De ConinckSam LerouxPieter Simoens

Large language models cover for speech recognition mistakes : evaluating conversational AI for second language learners

Eva VerhelstTony Belpaeme

A seq-to-seq temporal convolutional network for volleyball jump monitoring using a waist-mounted IMU

Meng ShangCamilla De BleeckerJos VanrenterghemRoel De RidderSabine VerschuerenCarolina VaronWalter de RaedtBart Vanrumste

A1 Journal Article in IEEE ACCESS

The hyperdimensional transform : a holographic representation of functions

Pieter DewulfMichiel StockBernard De Baets

A1 Journal Article in IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING

Maximum causal entropy inverse constrained reinforcement learning

Mattijs BaertPietro MazzagliaSam LerouxPieter Simoens

A1 Journal Article in MACHINE LEARNING

Reward machine inference for robotic manipulation

Mattijs BaertSam LerouxPieter Simoens

Event-based video reconstruction via attention-based recurrent network

Wenwen MaShanxing MaPieter MeiresoneGianni AlleboschWilfried PhilipsJan Aelterman

A1 Journal Article in NEUROCOMPUTING

Improving data cleaning by learning from unstructured textual data

Rihem NasfiGuy De TréAntoon Bronselaer

A1 Journal Article in IEEE ACCESS

Approximating vision transformers for edge : variational inference and mixed-precision for multi-modal data

Dewant KatareSam LerouxMarijn JanssenAaron Yi Ding

A1 Journal Article in COMPUTING

Embedding-based pair generation for contrastive representation learning in audio-visual surveillance data

Wei-Cheng WangSander De ConinckSam LerouxPieter Simoens

A2 Journal Article in FRONTIERS IN ROBOTICS AND AI

Interpretable machine learning models for COPD ease of breathing estimation

Thomas KokJohn MoralesDirk DeschrijverDolores Blanco-AlmazanWillemijn GroenendaalDavid RuttensChristophe SmeetsVojkan MihajlovicFemke OngenaeSofie Van Hoecke

A1 Journal Article in MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

A novel Kriging-assisted multi-objective optimisation method considering infeasibility ratio under input uncertainty

Hua WeiQi ZhouTom DhaeneIvo Couckuyt

A1 Journal Article in JOURNAL OF ENGINEERING DESIGN

Data-efficient interactive multi-objective optimization using ParEGO

Arash HeidariSebastian Rojas GonzalezTom DhaeneIvo Couckuyt

Improving features for multiple sclerosis disability progression prediction through temporal alignment of hospital visits

Karel FonteynTom DhaeneDirk Deschrijver