Learning to Discover

Session

Dealing with Uncertainties workshop

UNC

21 avr. 2022, 08:55

Institut Pascal

Présidents de session

Dealing with Uncertainties workshop: Thursday morning

• Yann COADOU (CPPM, Aix-Marseille Université, CNRS/IN2P3)

Dealing with Uncertainties workshop: Thursday afternoon

• Il n'a pas de président de session pour ce bloc

Dealing with Uncertainties workshop: Friday morning

• Anja Butter (ITP Heidelberg)

Dealing with Uncertainties workshop: Friday afternoon

• Il n'a pas de président de session pour ce bloc

56. Workshop introduction

21/04/2022 09:00

57. Dealing with statistical and systematical uncertainties in High Energy Physics

Nicolas Berger (LAPP Annecy)

21/04/2022 09:15

59. MAPIE - Model Agnostic Prediction Interval Estimator : a sk-learn contrib

Nicolas Brunel (Quantmetry), Thomas Morzadec (quantmetry), Vianney Taquet (Quantmetry), Vincent Blot (quantmetry)

21/04/2022 11:30

63. Breakout session : MAPIE on HEP data

21/04/2022 14:15

60. Breakout sessions : public dataset for evaluation of systematics uncertainties strategies

21/04/2022 16:00

58. Uncertainties in Deep Learning

Geoffrey Daniel (CEA)

22/04/2022 09:00

Deep learning algorithms, based on deep neural networks, have been deployed for numerous applications over the past few years, especially in the fields of image processing and natural language processing. Their relevance are now studied for scientific applications, for instance, as new methods to solve inverse problems or as surrogate models to accelerate computations in complex simulations....

62. Breakout sessions

22/04/2022 11:00

61. Simulation-based inference: a cautionary tale

Gilles Louppe (University of Liège)

22/04/2022 14:00

Simulation-based inference (SBI) enables approximate Bayesian inference when high-fidelity computer simulators are used to describe phenomena of interest. SBI algorithms have quickly developed and matured over the past years and are already in use across many domains of science such as particle physics, astronomy, cosmology, neuroscience or epidemiology.
Inference, however, remains only...

64. Break-out sessions conclusion

22/04/2022 16:00