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8:30 AM
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Registration
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9:00 AM
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Introduction and welcome
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Verena Kain
(CERN)
Tia Miceli
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9:20 AM
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Highlights from RL4AA'25
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Annika Eichler
(DESY)
Andrea Santamaria Garcia
(University of Liverpool)
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9:50 AM
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Introduction to Control Theory
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Annika Eichler
(DESY)
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10:45 AM
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--- Coffee Break ---
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11:15 AM
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Multi-objective RL
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Kishan Rajput
(Jefferson Lab)
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8:30 AM
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Optimisation and Control
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Seongyeol Kim
(until 10:30 AM)
(503/1-001 - Council Chamber)
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8:30 AM
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Physics-informed Bayesian inference and optimization of the closed orbit in synchrotrons -15'+5'
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Victoria Isensee
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8:50 AM
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Optimising Injection Efficiency at Diamond Light Source using Gaussian Processes with Non-Gaussian Likelihoods - 15'+5'
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Shaun Preston
(John Adams Institute, University of Oxford)
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9:10 AM
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Eliminating mains noise with Machine Learning- 15'+5'
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Verena Kain
(CERN)
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9:30 AM
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Beam halo losses reduction with simulation constrained Bayesian Optimization- 15'+5'
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Andrea De Franco
(National Institutes for Quantum Science and Technology (QST))
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9:50 AM
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Efficient Dynamic and Momentum Aperture Optimization for Lattice Design Using Multipoint Bayesian Algorithmic Execution- 15'+5'
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Zhe Zhang
Daniel Ratner
(SLAC)
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10:10 AM
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Progress on Automating Experiments at the Argonne Wakefield Accelerator Using Advanced Bayesian Optimization Algorithms - 15'+5'
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Ryan Roussel
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10:30 AM
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--- Coffee break ---
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11:00 AM
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Optimisation and Control
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Jason St John
(Fermi National Accelerator Laboratory)
(until 12:00 PM)
(503/1-001 - Council Chamber)
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11:00 AM
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Harnessing the Power of Gradient-Based Simulations for Multi-Objective Optimization in Particle Accelerators- 15'+5'
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Kishansingh Rajput
(Jefferson Lab)
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11:20 AM
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Virtual to Physical: Reinforcement Learning to Optimize SNS Particle Accelerator Controls- 15'+5'
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Armen Kasparian
(Jefferson Lab)
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11:40 AM
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Explainable physics-based constraints on reinforcement learning for accelerator controls- 15'+5'
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Jonathan Colen
(Old Dominion University)
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8:30 AM
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Anomaly Detection and Diagnostics
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Annika Eichler
(DESY)
(until 10:30 AM)
(503/1-001 - Council Chamber)
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8:30 AM
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A path to efficient machine learning-based beam diagnostics: complete six-dimensional generative phase space reconstruction without RF deflecting cavity- 15'+5'
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Seongyeol Kim
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8:50 AM
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Measurement of CSR effects using generative phase space reconstruction- 15'+5'
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Juan Pablo Gonzalez-Aguilera
(University of Chicago)
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9:10 AM
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Semi-supervised detection of optics errors in beamlines- 15'+5'
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Jonathan Edelen
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9:30 AM
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Anomaly Forecasting and Adaptive Learning in Fast Kicker Magnet Systems- 15'+5'
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Malik Marco Algelly
(Universite de Geneve (CH))
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9:50 AM
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Enhancing Quench Detection in SRF Cavities at the European XFEL: Machine Learning Approaches and Practical Challenges- 15'+5'
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Burak Dursun
(DESY)
Lynda Boukela
(DESY)
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10:10 AM
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Improving Coincident Learning for Beam-based RF Station Fault Identification Using Phase Information at the SLAC Linac Coherent Light Source- 15'+5'
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Jason Liang
(Stanford University)
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10:30 AM
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--- Coffee Break ---
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11:00 AM
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Surrogate Modelling and Digital Twins
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Francesco Maria Velotti
(CERN)
(until 12:20 PM)
(503/1-001 - Council Chamber)
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11:00 AM
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Graph Learning for Explainable Operation of Particle Accelerators- 15'+5'
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Chris Tennant
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11:20 AM
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Compensating hysteresis for the CERN SPS main magnets with transformers- 15'+5'
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Anton Lu
(Technische Universität Wien (AT))
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11:40 AM
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Improving fast beam transport simulations using transfer learning- 15'+5'
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Paul Stanik III
(University of Nevada--Las Vegas)
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12:00 PM
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Optimizing High-Energy Beam Transport with AI: Advances in IFMIF-DONES Design- 15'+5'
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Guillermo Rodríguez Llorente
(Artificial Intelligence Engineer at HI Iberia, Department of Mathematics at UC3M, Gregorio Millán Barbany Institute)
Galo Gallardo Romero
(HI Iberia)
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8:30 AM
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Large Language Model Chatbots for Enhanced Documentation Access
- Dr
Florian Rehm
(CERN)
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9:30 AM
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LLMs and AI Assistants
(until 9:50 AM)
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9:30 AM
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Multi-modal LLMs at EuXFEL: Knowledge Assistants, Data Exploration, and Policy- 15'+5'
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Florian Sohn
(European XFEL GmbH)
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9:50 AM
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--- Group photo and Coffee break ---
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10:20 AM
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LLMs and AI Assistants
(until 11:00 AM)
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10:20 AM
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The Journey of Developing Specialized Text Embedding Models- 15'+5'
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Thorsten Hellert
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10:40 AM
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Towards Agentic AI on Particle Accelerators- 15'+5
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Raimund Kammering
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11:00 AM
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summary, preview, final words
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Remi Lehe
Jan Kaiser
Thorsten Hellert
Verena Kain
(CERN)
Daniel Ratner
(SLAC)
Hirokazu Maesaka
Ryan Roussel
Georg Hoffstaetter
Auralee Edelen
Kishan Rajput
(Jefferson Lab)
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12:15 PM
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--- Lunch ---
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2:00 PM
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Differentiable simulations
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Juan Pablo Gonzalez Aguilera
(University of Chicago)
Andrea Santamaria Garcia
(University of Liverpool)
Chenran Xu
Jan Kaiser
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3:00 PM
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--- Coffe break ---
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3:30 PM
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Optimisation and Control
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Michael Schenk
(CERN)
(until 5:10 PM)
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3:30 PM
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Serval Applications of Machine Learning at HEPS- 15'+5'
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wei bao
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3:50 PM
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Photon systems automation activities at EuXFEL 15'+5'
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Sarlota Birnsteinova
(European XFEL GmbH)
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4:10 PM
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ML optimization methods for APS-U commissioning- 15'+5'
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Nikita Kuklev
(Fermilab)
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4:30 PM
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Data-Driven Feedback Optimization for Particle Accelerator Control- 15'+5'
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Christian Hespe
(DESY)
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4:50 PM
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Machine Learning for Online Control of Particle Accelerators- 15'+5'
-
Xiaolong Chen
(Institute of modern physics)
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5:10 PM
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Community session
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Ryan Roussel
Jan Kaiser
(until 6:10 PM)
(80/1-001 - Globe of Science and Innovation - 1st Floor)
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6:45 PM
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--- Cocktails with Jazz and finger food ---
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12:00 PM
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MLOps, Infrastructure and Scalability
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Andrea Santamaria Garcia
(University of Liverpool)
(until 12:45 PM)
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12:00 PM
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Machine learning and computer vision in robotic interventions at CERN boosting maintainability- 10'+5'
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Eloise Matheson
(CERN)
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12:15 PM
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Application of boosted decision trees in beam anomaly detection with high throughput data streaming system - 10'+5'
- Mr
Maciej Mleczko
(National Synchrotron Radiation Centre)
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12:30 PM
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An Integrated Research Infrastructure framework for digital twins of laser-plasma acceleration experiments- 10'+5'
- Dr
Remi Lehe
(LBNL)
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12:45 PM
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--- Lunch ---
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2:00 PM
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MLOps, Infrastructure and Scalability
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Tia Miceli
(until 3:00 PM)
(503/1-001 - Council Chamber)
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2:00 PM
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Lume Deployment - standardising model deployment- 15'+5'
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Mateusz Leputa
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2:20 PM
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Software Infrastructure Plans for End-to-End and Bottom-Up AI/ML Capabilities at the Electron-Ion Collider (EIC)- 15'+5'
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Linh Nguyen
(Brookhaven National Laboratory)
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2:40 PM
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Machine Learning for the SNS Accelerator and Target- 15'+5'
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Willem Blokland
(ORNL)
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3:00 PM
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--- Coffee break ---
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3:30 PM
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Community session
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Thorsten Hellert
Kishan Rajput
(Jefferson Lab)
(until 4:00 PM)
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4:00 PM
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Poster session
(until 6:00 PM)
(61/1-201 - Pas perdus - Not a meeting room -)
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7:00 PM
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--- Dinner ---
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12:20 PM
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--- Lunch ---
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2:00 PM
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Community session
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Remi Lehe
Georg Hoffstaetter
(until 3:00 PM)
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3:00 PM
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--- Coffee break ---
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3:30 PM
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Surrogate Modelling and Digital Twins
-Mr
Jiao Yi
(IHEP)
(until 4:50 PM)
(503/1-001 - Council Chamber)
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3:30 PM
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End-to-end differentiable digital twin for the IOTA/FAST facility- 15'+5'
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Nikita Kuklev
(Fermilab)
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3:50 PM
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An Online Virtual Model for the ATLAS Ion Linac at Argonne- 15'+5'
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Adwaith Ravichandran
(Argonne National Laboratory)
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4:10 PM
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ML-Based Multi-Fidelity Model Calibration Toward Precision Control of Electron Beams- 15'+5'
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Eric Cropp
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4:30 PM
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Developing Radiation-Tolerant Transverse Beam Imaging Using Synthetic Data and Multimode Fiber- 15'+5'
-
Qiyuan Xu
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4:50 PM
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Community session
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Verena Kain
(CERN)
Auralee Edelen
(until 5:50 PM)
(503/1-001 - Council Chamber)
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6:15 PM
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Bus transportation to Geneva city center for the Gala dinner
(39)
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7:30 PM
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--- Dinner at Beau Rivage Hotel ---
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10:30 PM
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Bus transportation to Cern B39
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12:00 PM
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--- Lunch ---
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1:30 PM
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CERN visits
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