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Fourth MODE Workshop on Differentiable Programming for Experiment Design

from Monday 23 September 2024 (09:00) to Wednesday 25 September 2024 (18:10)
Valencia (Spain)

        : Sessions
    /     : Talks
        : Breaks
23 Sept 2024
24 Sept 2024
25 Sept 2024
AM
09:00 --- Registration ---
09:30
Introduction -Dr Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA)) (until 10:00)
09:30 Welcome - Dr Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))  
09:31 Welcome from Local Organisers - Roberto Ruiz De Austri Jose Salt (Instituto de Fisica Corpuscular (IFIC) - Universidad de Valencia)  
09:35 Introduction and scope of the Workshop - Tommaso Dorigo (INFN Padova and LTU)  
10:00
Keynotes -Dr Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA)) (until 11:00)
10:00 Learning Without Labels - Dr Danilo Rezende (Google Deep Mind)  
10:50 --- Question time ---
11:00 --- Coffee Break ---
11:30
Particle Physics - Emma Torro Pastor (Univ. of Valencia and CSIC (ES)) Dr Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA)) (until 12:50)
11:30 Cheetah: Bridging the Gap Between Machine Learning and Particle Accelerator Physics with High-Speed, Differentiable Simulations - Jan Kaiser  
11:50 Identification of Particle Tracks in CMS with Neuromorphic Computing - Dr Emanuele Coradin (University of Padova)  
12:10 Machine Learning approach to Beam Induced Background Shield at 3 TeV Muon Collider - Luca Castelli  
12:30 Stable neural network models for calorimeter optimization - Alexey Boldyrev (NRU Higher School of Economics (Moscow, Russia))  
09:00
Muography - Pablo Martinez Ruiz Del Arbol (Universidad de Cantabria and CSIC (ES)) (until 10:00)
09:00 Optimisation of muon tomography scanners for border controls using TomOpt - Zahraa Zaher  
09:20 Generative Adversarial Neural Networks for muography simulation: image prediction - Pablo Martinez Ruiz Del Arbol (Universidad de Cantabria and CSIC (ES))  
09:40 Segmentation and anomaly detection on Muon Tomography applied to the inspection of containers - Carlos Diez (Muon Tomography Systems S.L.)  
10:00
Keynotes -Dr Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA)) (until 11:00)
10:00 Derivative-based optimization for applications in physics - Prof. Andrea Walther (Humboldt Universität Berlin)  
10:50 --- Question time ---
11:00 --- Coffee Break and Group Photo ---
11:30
Particle Physics -Dr Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA)) (until 12:50)
11:30 Magnet Design Optimization with Supervised Deep Neural Networks - Florian Wolfgang Stummer (University of London (GB))  
11:50 A Surrogate Model to Optimize Injection Efficiency in PSI muEDM Experiment - Ritwika Chakraborty (PSI)  
12:10 Towards the optimization of a Muon Collider Calorimeter - Federico Nardi (Universita e INFN, Padova (IT) - LPC Clermont)  
12:30 Studies on detector optimisation through end-to-end surrogate models including discrete parameters. - Jan Kieseler (KIT - Karlsruhe Institute of Technology (DE))  
09:00
Muography - Pablo Martinez Ruiz Del Arbol (Universidad de Cantabria and CSIC (ES)) (until 10:00)
09:00 Muon momentum estimation in scattering tomography - Mr Florian Bury (University of Bristol)  
09:20 Improving Material Identification in Muon Scattering Tomography with Machine Learning. - Angel Bueno Rodriguez (German Aerospace Center (DLR))  
09:40 Muographic Image Up-Sampling with Machine Learning for Built Infrastructure Applications - Mr William O'Donnell (University of Glasgow)  
10:00
Computer Science - Lisa Kusch (TU Eindhoven) (until 10:40)
10:00 Charge Diffusion Modeling and Pixel-level Differentiability in Monolithic Active Pixel Sensors - Alexander Schilling (University of Kaiserslautern-Landau (RPTU))  
10:20 Development of a Universal Simulation and Modelling Language at NASA - Stephen Casey (NASA Kennedy Space Center)  
10:40
Astroparticle - Roberto Ruiz De Austri (until 11:00)
10:40 ML4GW: An AI-based Ecosystem for Real-time Gravitational Wave Analysis - Eric Anton Moreno (Massachusetts Institute of Technology (US))  
11:00 --- Coffee Break ---
11:30
Computer Science - Lisa Kusch (TU Eindhoven) (until 12:30)
11:30 Automatic Differentiation in RooFit - Vassil Vasilev (Princeton University (US))  
11:50 Advanced optimizations for source transformation based automatic differentiation - Maksym Andriichuk  
12:10 Automatic Differentiation of the Kokkos framework with Clad - Atell-Yehor Krasnopolski  
PM
13:00 --- Lunch break ---
14:30
Keynotes -Dr Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA)) (until 15:30)
14:30 Collision Resistance in random Neural Network-Based Hash Functions - Prof. Riccardo Zecchina (Università Bocconi)  
15:20 --- Question time ---
15:30
Computer Science - Lisa Kusch (TU Eindhoven) (until 16:10)
15:30 Algorithmic Derivatives of Electromagnetic Shower Simulations - Max Aehle (Fachhochschule Worms (DE)) Max Aehle  
15:50 Exploring End-to-end Differentiable Charged Particle Tracking - Tobias Kortus (University of Kaiserslautern-Landau (RPTU))  
16:10 --- Coffee Break ---
16:35
Astroparticle - Roberto Ruiz De Austri Christian Glaser (Uppsala University) (until 18:15)
16:35 NuRadioOpt: Optimization of Radio Detectors of Ultra-High Energy Neutrinos through Deep Learning and Differential Programming - Christian Glaser (Uppsala University)  
16:55 Machine learning based design optimization for the search of neutrinoless double-beta decay with LEGEND - Dr Ann-Kathrin Schuetz (Lawrence Berkeley National Laboratory)  
17:15 Status of GENETIS - Amy Connolly (The Ohio State University)  
17:35 Simultaneous high-dimensional calibration with differentiable simulations for a liquid argon time projection chamber - Yifan Chen (SLAC National Accelerator Laboratory (US))  
17:55 TAMBO: Searching for Tau Neutrinos in the Peruvian Andes - Dr Alfonso Andres Garcia Soto (IFIC)  
18:15 --- Free time ---
19:30
Social events (until 20:30)
13:00 --- Lunch break ---
14:30
Astroparticle - Christian Glaser (Uppsala University) Roberto Ruiz De Austri (until 15:50)
14:30 Application of machine learning techniques to search dark matter with ANAIS-112 - Iván Coarasa Casas (CAPA, University of Zaragoza, Spain)  
14:50 Optimization of the DSA 2000 radio interferometer - Joshua Albert (Caltech)  
15:10 Applications of Information Field Theory in Astroparticle Physics - Frederik Krieger (RWTH Aachen University)  
15:30 A surrogate model for the generation of radio pulses from neutrinos for IceCube-Gen2 - Philipp Pilar (Uppsala University)  
16:00 --- Coffee Break ---
16:30
Nuclear Physics - Cesar Domingo Pardo (Instituto de Fisica Corpuscular (ES)) (until 18:10)
16:30 Automated Design of Quantum Experiments - Mario Krenn (MPI)  
16:50 Automatic optimization of a Parallel-Plate Avalanche Counter with Optical Readout - María Pereira  
17:10 Utilizing Neuronal Networks to Enhance the Application of Metallic-Magnetic Calorimeters for X-ray Spectroscopy - Mr Marc Oliver Herdrich (Helmholtz-Institute Jena, Germany)  
17:30 Differentiable Deep Learning Surrogate Models applied to the optimization of the IFMIF-DONES facility - Galo Gallardo Romero (Artificial Intelligence Engineer at HI Iberia)  
17:50 Optimal design for experimental production of exotic hypernuclei - Samuel Escrig López (Instituto de Estructura de la Materia (IEM - CSIC))  
18:20
Poster session (until 20:00)
18:25 Algorithmic differentiation in a granular calorimeter - Xuan Tung Nguyen (INFN and RPTU)  
18:25 Computational Evaluation of Na3SbX3 (X =S, Se) for resistive switching memory devices for Neuromorphic Computing applications - Muhammad Awais  
18:25 Development and explainability of models for machine-learning-based signal reconstruction - Kalina Dimitrova (University of Sofia - St. Kliment Ohridski (BG))  
18:25 Evo-SAN: Evolutionary Optimization and Co-design of Energy-efficient Neuromorphic Hardware Trigger for UHE Neutrino Detection - Mr Alexander Kyuroson (Lulea Technical University)  
18:25 Improving BioDynamo's Performance using ROOT C++ Modules - Mr Isaac Morales Santana (Universidad de Granada)  
18:25 Machine Learning for Particle Identification in Real Time at the ATLAS Experiment - Marta Lanzac Berrocal (Univ. of Valencia and CSIC (ES))  
18:25 Machine learning in muography: Optimisation of muon detection systems for border control using TomOpt - Mr Samuel Álvarez Lueje (Universidad de Oviedo)  
18:25 Multivariate two-sample tests from univariate integral probability measures - Samuele Grossi (Università degli studi di Genova & INFN sezione di Genova)  
18:25 Neuromorphic Readout For Homogeneous Hadron Calorimeters - Enrico Lupi (INFN Padova and University of Padova)  
18:25 Porting MADGRAPH to FPGA using High-Level Synthesis (HLS) - Hector Gutierrez Arance (Univ. of Valencia and CSIC (ES))  
18:25 Smart Web Services in the Web of things - Nawel SEKKAL (University Abou Bekr Belkaid Tlemcen)  
18:25 Toward Particle ID in Granular Hadron Calorimeters - Andrea De Vita (Universita e INFN, Padova (IT))  
18:25 Versal ACAP processing for ATLAS-TileCal signal reconstruction - Francisco Hervas Alvarez (Univ. of Valencia and CSIC (ES))  
20:00 --- Free time ---
21:00
Social events (until 23:55)
12:30 Poster Awards - Emma Torro Pastor (Univ. of Valencia and CSIC (ES)) Christian Glaser (Uppsala University) Lisa Kusch (TU Eindhoven)  
12:40 --- Lunch break ---
14:20
Medical Physics - Gabriela Llosá (Instituto de Física Corpuscular (IFIC) (CSCI-UV)) (until 15:40)
14:20 PETAL-3D: A Novel 3D U-Net Approach for Ultra-Low-Dose PET Image Denoising - Mr Ezzat Elmoujarkach (Universität zu Lübeck - Institute of Medical Engineering)  
14:40 Neural Networks for inter-crystal scatter recovery in semi-monolithic PET detectors - Karol Brzezinski (IFIC (CSIC-UV))  
15:00 Machine Learning Framework for Time Pick-Up of Nuclear Detector Signals - José Andrés Avellaneda González Not Supplied  
15:20 Enhancing Compton Camera Imaging with Neural Networks - Javier Pérez Curbelo (Instituto de Física Corpuscular (IFIC) (CSCI-UV))  
15:40 --- Coffee Break ---
16:10
Introduction -Dr Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA)) (until 16:40)
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