EPIGRAPHY Kickoff School & Workshop (Lisbon)

Session

WG1: Architecture-specific compression techniques

Jan 12, 2026, 9:30 AM

Pavilhão de Química, QA 1.1 (Instituto Superior Técnico)

Presentation materials

first tutorial

introduction-FPGAs

LHC_FastML.mp4

quantization & tutorial

1. Introduction to LHC data with ML and FastML

Maciej Mikolaj Glowacki (CERN)

1/12/26, 9:30 AM

2. Neural network quantization with Brevitas

Giuseppe Franco (AMD)

1/12/26, 11:00 AM

3. Introduction to FPGAs & hls4ml

Christopher Edward Brown (CERN)

1/12/26, 1:30 PM

4. Quantization for FPGAs

Chang Sun (California Institute of Technology (US))

1/12/26, 3:30 PM

5. An example from A to Z: Jet tagging with quantised GNNs and Transformers

Lauri Antti Olavi Laatu (Imperial College (GB))

1/12/26, 5:00 PM

20. Introduction and information

Benedikt Maier (Imperial College (GB)), Ines Ochoa (Laboratory of Instrumentation and Experimental Particle Physics (PT))