Jean-Francois Ton
Jean-Francois Ton
ByteDance Research
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Towards a unified analysis of random Fourier features
Z Li, JF Ton, D Oglic, D Sejdinovic
ICML 2019 (International Conference on Machine Learning 36 (PMLR 97), 3905-3914, 2018
Metafun: Meta-learning with iterative functional updates
J Xu, JF Ton, H Kim, A Kosiorek, YW Teh
ICML 2020 (International Conference on Machine Learning), 10617-10627, 2020
Spatial mapping with Gaussian processes and nonstationary Fourier features
JF Ton, S Flaxman, D Sejdinovic, S Bhatt
Journal of Spatial Statistics 28, 59-78, 2018
Robust pruning at initialization
S Hayou, JF Ton, A Doucet, YW Teh
ICLR 2021 (International Conference on Learning Representations), 2021
Towards a Unified Analysis of Random Fourier Features
Z Li, JF Ton, D Oglic, D Sejdinovic
JMLR 2021 (Journal of Machine Learning Research) 22 (108), 1-51, 2021
Trustworthy LLMs: a Survey and Guideline for Evaluating Large Language Models' Alignment
Y Liu, Y Yao, JF Ton, X Zhang, H Cheng, R Guo, Y Klochkov, MF Taufiq, ...
arXiv preprint arXiv:2308.05374, 2023
BayesIMP: Uncertainty Quantification in Causal Data Fusion
SL Chau*, JF Ton*, J Gonzalez, YW Teh, D Sejdinovic, ...
Neurips 2021 (Conference on Neural Information Processing Systems), 2021
Automated Model Selection with Bayesian Quadrature
H Chai, JF Ton, R Garnett, MA Osborne
ICML 2019 (International Conference on Machine Learning) 36 (PMLR 97), 931-940, 2019
Noise Contrastive Meta-Learning for Conditional Density Estimation using Kernel Mean Embeddings
JF Ton, L Chan, YW Teh, D Sejdinovic
AISTATS 2021 (International Conference on Artificial Intelligence and …, 2021
Meta Learning for Causal Direction
JF Ton, D Sejdinovic, K Fukumizu
AAAI 2021 (Conference on Artificial Intelligence) 35 (11), 9897-9905, 2020
Conformal Off-Policy Prediction in Contextual Bandits
MF Taufiq*, JF Ton*, R Cornish, YW Teh, A Doucet
Neurips 2022 (Conference on Neural Information Processing Systems), 2022
Grassmann Stein Variational Gradient Descent
X Liu, H Zhu, JF Ton, G Wynne, A Duncan
AISTATS 2022 (International Conference on Artificial Intelligence and …, 2022
Rectifying unfairness in recommendation feedback loop
M Yang, J Wang, JF Ton
Proceedings of the 46th international ACM SIGIR Conference on Research and …, 2023
Regularized Training of Nearest Neighbor Language Models
JF Ton, W Talbott, S Zhai, J Susskind
NAACL SRW 2022, 2021
Marginal Density Ratio for Off-Policy Evaluation in Contextual Bandits
MF Taufiq, A Doucet, R Cornish, JF Ton
Thirty-seventh Conference on Neural Information Processing Systems, 2023
Fair Classifiers that Abstain without Harm
T Yin, JF Ton, R Guo, Y Yao, M Liu, Y Liu
arXiv preprint arXiv:2310.06205, 2023
Deep Concept Removal
Y Klochkov, JF Ton, R Guo, Y Liu, H Li
arXiv preprint arXiv:2310.05755, 2023
Invariant Learning via Probability of Sufficient and Necessary Causes
M Yang, Z Fang, Y Zhang, Y Du, F Liu, JF Ton, J Wang
arXiv preprint arXiv:2309.12559, 2023
Fair Learning to Rank with Distribution-free Risk Control
R Guo, JF Ton, Y Liu
arXiv preprint arXiv:2306.07188, 2023
Causal reasoning and meta learning using kernel mean embeddings
JF Ton
University of Oxford, 2022
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