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Francisco Vargas
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Solving Schr\" odinger Bridges via Maximum Likelihood
F Vargas, P Thodoroff, ND Lawrence, A Lamacraft
Entropy 2021, 23, 1134. https://doi.org/10.3390/e23091134 23 (9), 2021
992021
Denoising Diffusion Samplers
F Vargas, W Grathwohl, A Doucet
The Eleventh International Conference on Learning Representations, ICLR 2023, 2023
352023
Kernelized Concept Erasure
S Ravfogel, F Vargas, Y Goldberg, R Cotterell
EMNLP 2022, 2022
30*2022
Exploring the Linear Subspace Hypothesis in Gender Bias Mitigation
F Vargas, R Cotterell
Proceedings of the 2020 Conference on Empirical Methods in Natural Language …, 2020
282020
Bayesian learning via neural Schrödinger–Föllmer flows
F Vargas, A Ovsianas, D Fernandes, M Girolami, ND Lawrence, N Nüsken
Statistics and Computing 33 (1), 1-22, 2023
272023
Transport meets variational inference: Controlled monte carlo diffusions
F Vargas, S Padhy, D Blessing, N Nüsken
The Twelfth International Conference on Learning Representations, 2024
11*2024
Shooting Schrödinger’s Cat
DL Fernandes, F Vargas, CH Ek, NDF Campbell
Fourth Symposium on Advances in Approximate Bayesian Inference, 2021
102021
Machine-Learning Approaches for the Empirical Schrödinger Bridge Problem
F Vargas
https://www.cl.cam.ac.uk/techreports/UCAM-CL-TR-958.html, 2020
92020
Device and method for natural language processing through statistical model comparison
F Vargas, K Brestnichki, DG Sherburn, V ZHELEZNIAK, NY Hammerla
US Patent 10,482,183, 2019
62019
To smooth a cloud or to pin it down: Expressiveness guarantees and insights on score matching in denoising diffusion models
T Reu, F Vargas, A Kerekes, MM Bronstein
The 40th Conference on Uncertainty in Artificial Intelligence, 0
6*
A framework for conditional diffusion modelling with applications in motif scaffolding for protein design
K Didi, F Vargas, SV Mathis, V Dutordoir, E Mathieu, UJ Komorowska, ...
arXiv preprint arXiv:2312.09236, 2023
42023
DEFT: Efficient Finetuning of Conditional Diffusion Models by Learning the Generalised -transform
A Denker, F Vargas, S Padhy, K Didi, S Mathis, V Dutordoir, R Barbano, ...
arXiv preprint arXiv:2406.01781, 2024
12024
Dynamics-Informed Protein Design with Structure Conditioning
UJ Komorowska, SV Mathis, K Didi, F Vargas, P Lio, M Jamnik
The Twelfth International Conference on Learning Representations, 2023
12023
Dimensionality Reduction as Probabilistic Inference
A Ravuri, F Vargas, V Lalchand, ND Lawrence
arXiv preprint arXiv:2304.07658, 2023
12023
Multilingual Factor Analysis
F Vargas, K Brestnichki, A Papadopoulos-Korfiatis, N Hammerla
Proceedings of the 57th Annual Meeting of the Association for Computational …, 2019
12019
Model Comparison for Semantic Grouping
F Vargas, K Brestnichki, N Hammerla
Proceedings of the 36th International Conference on Machine Learning., 2018
12018
Improving Antibody Design with Force-Guided Sampling in Diffusion Models
P Kulytė, F Vargas, SV Mathis, YG Wang, JM Hernández-Lobato, P Liò
arXiv preprint arXiv:2406.05832, 2024
2024
Efficient privacy-preserving inference for convolutional neural networks
H Xuanyuan, F Vargas, S Cummins
ICLR 2022 Workshop on PAIR {\textasciicircum} 2Struct: Privacy …, 2021
2021
5.7 The Schrödinger bridge problem
F Vargas
Machine Learning for Science: Bridging Data-Driven and Mechanistic Modelling …, 0
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Articles 1–19