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20062026
most citedFast inference of deep neural networks in FPGAs for particle physics

438 citations · 4.6k across the 134 of their papers we have counts for

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12 papers · 1 filter

physics.ins-det2025★ 1 cited

MAIA: A new detector concept for a 10 TeV muon collider

Charles Bell, Daniele Calzolari, Christian Carli +24

Muon colliders offer a compelling opportunity to explore the TeV scale and conduct precision tests of the Standard Model, all within a relatively compact geographical footprint. Th…

physics.ins-det2022

Solid State Detectors and Tracking for Snowmass

A. Affolder, A. Apresyan, S. Worm +132

Tracking detectors are of vital importance for collider-based high energy physics (HEP) experiments. The primary purpose of tracking detectors is the precise reconstruction of char…

physics.ins-det2022

4-Dimensional Trackers

Doug Berry, Valentina Cairo, Angelo Dragone +14

4-dimensional (4D) trackers with ultra fast timing (10-30 ps) and very fine spatial resolution (O(few m)) represent a new avenue in the development of silicon trackers, enabling…

physics.ins-det2022★ 4 cited

Promising Technologies and R&D Directions for the Future Muon Collider Detectors

Sergo Jindariani, Federico Meloni, Nadia Pastrone +58

Among the post-LHC generation of particle accelerators, the muon collider represents a unique machine with capability to provide very high energy leptonic collisions and to open th…

physics.ins-det2020★ 32 cited

Accelerated Charged Particle Tracking with Graph Neural Networks on FPGAs

Aneesh Heintz, Vesal Razavimaleki, Javier Duarte +18

We develop and study FPGA implementations of algorithms for charged particle tracking based on graph neural networks. The two complementary FPGA designs are based on OpenCL, a fram…

physics.ins-det2020★ 50 cited

Distance-Weighted Graph Neural Networks on FPGAs for Real-Time Particle Reconstruction in High Energy Physics

Yutaro Iiyama, Gianluca Cerminara, Abhijay Gupta +19

Graph neural networks have been shown to achieve excellent performance for several crucial tasks in particle physics, such as charged particle tracking, jet tagging, and clustering…

physics.ins-det2018★ 3 cited

A High-performance Track Fitter for Use in Ultra-fast Electronics

E. Clement, M. De Mattia, S. Dutta +14

This article describes a new charged-particle track fitting algorithm designed for use in high-speed electronics applications such as hardware-based triggers in high-energy physics…

physics.ins-det2018★ 438 cited

Fast inference of deep neural networks in FPGAs for particle physics

Javier Duarte, Song Han, Philip Harris +8

Recent results at the Large Hadron Collider (LHC) have pointed to enhanced physics capabilities through the improvement of the real-time event processing techniques. Machine learni…

physics.ins-det2017★ 1 cited

Performance Study of the First 2D Prototype of Vertically Integrated Pattern Recognition Associative Memory (VIPRAM)

Gregory Deptuch, James Hoff, Sergo Jindariani +6

Extremely fast pattern recognition capabilities are necessary to find and fit billions of tracks at the hardware trigger level produced every second anticipated at high luminosity…

physics.ins-det2017★ 8 cited

Test Beam Performance Measurements for the Phase I Upgrade of the CMS Pixel Detector

M. Dragicevic, M. Friedl, J. Hrubec +481

A new pixel detector for the CMS experiment was built in order to cope with the instantaneous luminosities anticipated for the Phase~I Upgrade of the LHC. The new CMS pixel detecto…

physics.ins-det2013

CDF Run II Silicon Vertex Detector Annealing Study

M. Stancari, K. Knoepfel, S. Behari +8

Between Run II commissioning in early 2001 and the end of operations in September 2011, the Tevatron collider delivered 12~fb of collisions at TeV…

physics.ins-det2013★ 33 cited

Operational experience, improvements, and performance of the CDF Run II silicon vertex detector

T. Aaltonen, S. Behari, A. Boveia +57

The Collider Detector at Fermilab (CDF) pursues a broad physics program at Fermilab's Tevatron collider. Between Run II commissioning in early 2001 and the end of operations in Sep…