7th Inter-Experimental LHC Machine Learning Workshop

from Monday 19 May 2025 (09:00) to Friday 23 May 2025 (12:40)
CERN (222/R-001)

        : Sessions
    /     : Talks
        : Breaks
19 May 2025
20 May 2025
21 May 2025
22 May 2025
23 May 2025
AM
09:00
Other (until 13:00) (222/R-001)
09:00
Keynotes Physics + ML (until 10:00)
09:00 AI & HPC - Eric Wulff (CERN)  
10:00 --- Coffee ---
10:30
Contributed Talks (until 12:30)
10:30 Cross-Geometry Fast Electromagnetic Shower Simulation - Lorenzo Valente (University of Hamburg)  
10:50 CMS FlashSim: how an end-to-end ML approach speeds up simulation in CMS - Francesco Vaselli (Scuola Normale Superiore & INFN Pisa (IT))  
11:10 End-to-End Optimal Detector Design with Mutual Information Surrogates - Stephen Mulligan (Universite de Geneve (CH))  
11:30 DDFastShowerML: A Library for ML-based Fast Calorimeter Shower Simulation at Future Collider Experiments and Beyond - Peter McKeown (CERN)  
11:50 Why so Negative? Neural Quasiprobabilistic Likelihood Ratio Estimation with Negatively Weighted Data - Matthew Drnevich (New York University (US))  
09:00
EuCAIF joint session: FAIR and sustainable machine learning (until 10:30)
09:00 Session program: see EuCAIF indico on https://indico.cern.ch/e/EuCAIF-FAIR-Sustainable-kickoff.  
10:30 --- Coffee ---
11:00
Other (until 12:00)
11:00 Robotics & Reinforcement Learning - Antonin Raffin (German Aerospace Center (DLR))  
09:00
Tutorials (until 10:30)
09:00 MLOps infrastructure & best practices - Ricardo Rocha (CERN)  
10:30 --- Coffee ---
11:00
Tutorials (until 12:30)
11:00 Tensor Networks - Enrique Rico Ortega (CERN)  
09:00
Keynotes Physics + ML (until 10:00)
09:00 Summary of Calo Challenge - Dr Claudius Krause (HEPHY Vienna (ÖAW))  
10:00 --- Coffee ---
10:30
Contributed Talks (until 12:00)
10:30 Robust Model Selection for Deep Learning - Dr Alexey Boldyrev  
10:50 Automated Model Building with Reinforcement Learning: An Application to Neutrino Model Building - Jake Rudolph  
11:10 Scalable Multi-Task Learning for Event Reconstruction with Heterogeneous Graph Neural Networks - William Sutcliffe (University of Zurich (CH))  
11:30 PQuant: A Tool for End-to-End Hardware-Aware Model Compression - Roope Oskari Niemi  
PM
14:00 Welcome - Matthias Komm (Deutsches Elektronen-Synchrotron (DE))  
14:05
Keynotes ML Research (until 16:05)
14:05 Weather forecasting with foundational models - Ilaria Luise (ECMWF)  
15:05 Neural differential equations - Patrick Kidger (Cradle.bio)  
16:05 --- Coffee ---
16:30
Keynotes Physics + ML (until 17:20)
16:30 Neural Simulation-Based Inference for HEP - Aishik Ghosh (University of California Irvine (US))  
12:30 --- Lunch ---
14:00
Contributed Talks (until 15:30)
14:00 Optimisation of the Accelerator Control by Reinforcement Learning: A Simulation-Based Approach - Anwar Ibrahim  
14:20 Physics Instrument Design with Reinforcement Learning - Shah Rukh Qasim (University of Zurich (CH))  
14:40 Convolutional pile-up suppression in the ATLAS Global Trigger - Noah Clarke Hall (University College London)  
15:30 --- Coffee ---
16:00
Poster Session (until 17:30)
17:30 --- Welcome Drink ---
12:00 --- Lunch ---
14:00
Contributed Talks (until 16:00)
14:00 Anomaly Detection techniques applied to the Quality Control of new detector components - Louis Vaslin (KEK High Energy Accelerator Research Organization (JP))  
14:20 Latest improvements to CATHODE - Chitrakshee Yede (Hamburg University (DE))  
14:40 Weakly supervised signal detection for RPV SUSY multijet inclusive search - Takane Sano (Kyoto University (JP))  
15:00 Supervised contrastive learning for streamlined analysis & anomaly detection - Samuel Kai Bright-Thonney (Massachusetts Inst. of Technology (US))  
15:20 Contrastive Normalizing Flows for Uncertainty-Aware Parameter Estimation - Ibrahim Elsharkawy (University of Illinois Urbana-Champaign)  
15:40 Anomaly preserving contrastive neural embeddings for end-to-end model-independent searches at the LHC - Kyle Sidney Metzger  
16:00 --- Coffee ---
16:30
Contributed Talks (until 18:00)
16:30 Integrating Energy Flow Networks with Jet Substructure Observables for Enhanced Jet Quenching Studies - João A. Gonçalves (LIP - IST)  
16:50 Automatizing the search for mass resonances using BumpNet - Ethan James Meszaros (Université de Montréal (CA))  
17:10 Reinforcement Learning for background determination in particle physics - Guillermo Hijano Mendizabal (University of Zurich (CH))  
17:30 Evaluating Two-Sample Tests for Validating Generators in Precision Sciences - Samuele Grossi (Università degli studi di Genova & INFN sezione di Genova)  
12:30 --- Lunch ---
14:00
Contributed Talks (until 15:30)
14:00 DINAMO: Dynamic and INterpretable Anomaly MOnitoring for Large-Scale Particle Physics Experiments - Arsenii Gavrikov  
14:20 Autoencoder-based time series anomaly detection for ATLAS Liquid Argon calorimeter data quality monitoring - Vilius Čepaitis (Université de Genève (CH))  
14:40 Challenges Deploying a Hybrid PVFinder Algorithm for Primary Vertex Reconstruction in LHCb’s GPU-Resident HLT1 - Mohamed Elashri (University of Cincinnati)  
15:30 --- Coffee ---
16:00
Poster Session (until 18:00)
18:00 SMARTHEP Meets Industry @CERN https://indico.cern.ch/event/1518429/contributions/6431628/   (500/1-001 - Main Auditorium)
19:30 --- Apero with the SMARTHEP network and Confindustria Piedmont ---
12:00 Best poster lightning talk  
12:05 Summary - Michał Mazurek (National Centre for Nuclear Research (PL))