activity
20202026
most citedAutomatic heterogeneous quantization of deep neural networks for low-latency inference on the edge for particle detectors

196 citations · 763 across the 20 of their papers we have counts for

collaborators
Showing hep-exShow all

6 papers · 1 filter

hep-ex2026

Building an AI-native Research Ecosystem for Experimental Particle Physics: A Community Vision

Thea Klaeboe Aarrestad, Alaa Abdelhamid, Haider Abidi +457

Experimental particle physics seeks to understand the universe by probing its fundamental particles and forces and exploring how they govern the large-scale processes that shape co…

hep-ex2025★ 8 cited

Physics Briefing Book: Input for the 2026 update of the European Strategy for Particle Physics

Jorge de Blas, Monica Dunford, Emanuele Bagnaschi +127

The European Strategy for Particle Physics (ESPP) reflects the vision and presents concrete plans of the European particle physics community for advancing human knowledge in fundam…

hep-ex2025

It's not a FAD: first results in using Flows for unsupervised Anomaly Detection at 40 MHz at the Large Hadron Collider

Francesco Vaselli, Chang Sun, Thea Aarrestad +7

We present the first implementation of a Continuous Normalizing Flow (CNF) model for unsupervised anomaly detection within the realistic, high-rate environment of the Large Hadron…

hep-ex2022

Lightweight Jet Reconstruction and Identification as an Object Detection Task

Adrian Alan Pol, Thea Aarrestad, Ekaterina Govorkova +8

We apply object detection techniques based on deep convolutional blocks to end-to-end jet identification and reconstruction tasks encountered at the CERN Large Hadron Collider (LHC…

hep-ex2021★ 4 cited

Jet Single Shot Detection

Adrian Alan Pol, Thea Aarrestad, Katya Govorkova +8

We apply object detection techniques based on Convolutional Neural Networks to jet reconstruction and identification at the CERN Large Hadron Collider. In particular, we focus on C…

hep-ex2020

Searching for diboson resonances in the boosted all-hadronic final state at TeV with CMS

Thea Aarrestad

This article summarises three searches for diboson resonances in the all-hadronic final state using data collected at a center-of-mass energy of TeV with the CMS…