A3D3 High-Throughput AI Methods and Infrastructure Workshop

from Monday 10 July 2023 (01:30) to Friday 14 July 2023 (12:00)
University of Washington

        : Sessions
    /     : Talks
        : Breaks
10 Jul 2023
11 Jul 2023
12 Jul 2023
13 Jul 2023
14 Jul 2023
AM
08:00 --- Morning coffee ---
08:30 Workshop Introduction & Overview - Melissa Quinnan (Univ. of California San Diego (US))   ()
09:00
Research Subgroup AI Tools and Developments Talks - Elham E Khoda (University of Washington (US)) (until 10:15) ()
09:00 Maria Makin Group (Purdue) - Seungbin Park Megan Hope Lipton   ()
09:25 Amy Orsborn Group (UW) - Lauren Peterson (University of Washington) Si Jia Li (UW Bioengineering)   ()
09:50 Eli Shlizerman Group (UW) - JINGYUAN LI   ()
10:15 --- Coffee Break ---
10:30
Research Subgroup AI Tools and Developments Talks - Melissa Quinnan (Univ. of California San Diego (US)) (until 12:10) ()
10:30 Michael Coughlin Group (UMN) - Brian Healy   ()
10:55 Matthew Graham Group (Caltech) - Prof. Matthew Graham (California Institute of Technology)   ()
11:20 Erik Katsavounidis Group (MIT) - Ethan Marx (MIT) Eric Anton Moreno (Massachusetts Institute of Technology (US)) Alec Gunny   ()
11:45 Kael Hanson Group (Wisconsin) - Josh Peterson   ()
08:30 Internal A3D3 NSF Visit   ()
08:00 Internal A3D3 NSF site visit   ()
08:00 --- Morning coffee ---
08:45
A3D3 Town Hall - Javier Mauricio Duarte (Univ. of California San Diego (US)) Melissa Quinnan (Univ. of California San Diego (US)) (until 09:00) ()
09:00
A3D3 Town Hall - Janina Hakenmüller (Duke University) Melissa Quinnan (Univ. of California San Diego (US)) (until 09:45) ()
09:45 --- Coffee Break ---
10:15
A3D3 Town Hall - Daniel Diaz (Univ. of California San Diego (US)) Megan Hope Lipton (until 11:00) ()
10:15
A3D3 Town Hall - Elham E Khoda (University of Washington (US)) Janina Hakenmüller (Duke University) (until 11:00) ()
11:00
A3D3 Town Hall - Megan Hope Lipton Brian Healy (until 12:00) ()
08:30 --- Morning coffee ---
09:00
Hackathon (until 10:30) ()
09:00 Neuro Hackathon Presentation   ()
09:30 MMA Hackathon Presentation - Brian Healy   ()
10:00 HEP Hackathon Presentation   ()
10:30 --- Coffee Break ---
11:00 Poster Award Presentation - Melissa Quinnan (Univ. of California San Diego (US)) Daniel Diaz (Univ. of California San Diego (US))   ()
11:30 Workshop Conclusion - Melissa Quinnan (Univ. of California San Diego (US))   ()
PM
12:10 --- Lunch (self-organized) ---
13:30
Research Subgroup AI Tools and Developments Talks - Brian Healy (until 16:00) ()
13:30 Philip Harris Group (MIT, CMS) - William Patrick Mccormack (Massachusetts Inst. of Technology (US))   ()
13:55 Miaoyuan Liu Group (Purdue, CMS) - Miaoyuan Liu (Purdue University (US)) Dmitry Kondratyev (Purdue University (US)) Jan-Frederik Schulte (Purdue University (US))   ()
14:20 Javier Duarte Group (UCSD, CMS) - Javier Mauricio Duarte (Univ. of California San Diego (US)) Russell Denilson Marroquin Solares (Univ. of California San Diego (US)) Daniel Diaz (Univ. of California San Diego (US)) Melissa Quinnan (Univ. of California San Diego (US))   ()
14:45 Shih-Chieh Hsu Group (UW, ATLAS) - Elham E Khoda (University of Washington (US))   ()
15:10 Mark Neubauer Group (UIUC, ATLAS) - Dewen Zhong (Univ. Illinois at Urbana Champaign (US))   ()
15:35 Kate Scholberg Group (Duke) - Janina Hakenmüller (Duke University)   ()
16:05 --- Coffee Break ---
16:20
Research Subgroup AI Tools and Developments Talks - Daniel Diaz (Univ. of California San Diego (US)) (until 18:00) ()
16:20 Scott Hauck Group (UW) - Xiaohan Liu   ()
16:45 Pan Li Group (Georgia Tech) - Shikun Liu   ()
17:10 Deming Chen Group (UIUC) - Jialiang Zhang   ()
17:35 Song Han Group (MIT) - Dr Wei-Chen Wang (MIT)   ()
18:00
Working dinner (until 21:00) ()
18:00 --- Poster Setup/Arrival ---
19:00 A3D3 Equity & Career Activities - Janina Hakenmüller (Duke University)   ()
19:00 Accelerating CNNs on FPGAs for Particle Energy Reconstruction - Alexander Joseph Schuy (University of Washington (US))   ()
19:00 Accelerating Hadronic Calorimetry with Sparse Point-Voxel Convolutional Neural Networks - Alexander Joseph Schuy (University of Washington (US))   ()
19:00 Analog-Domain Implementation of Neural Networks for Energy-Efficient High Energy Physics Applications - Dewen Zhong (Univ. Illinois at Urbana Champaign (US))   ()
19:00 Benchmarking HLS4ML vs. SystemVerilog - Waiz Khan   ()
19:00 Data for Low-Latency Electromagnetic Training - Abigail Gray   ()
19:00 Decoding Upsampled Limb Trajectories of a Running Mouse from 2-Photon Calcium Imaging Using a Recurrent Neural Network Encoder-Decoder - Seungbin Park   ()
19:00 Denoising Autoencoder for LArTPC Detectors - Van Tha Bik Lian (Duke University)   ()
19:00 Developments in Digital Optical Module Waveform Processing for the IceCube Neutrino Observatory - Josh Peterson   ()
19:00 Graph Neural Network Triggers for 𝜏 -> 3𝜇 Events at the HL-LHC - Benjamin Simon (Purdue University (US))   ()
19:00 Graph Neural Network-based particle tracking as a Service - Elham E Khoda (University of Washington (US))   ()
19:00 GWAK: Gravitational-Wave Anomalous Knowledge - Eric Anton Moreno (Massachusetts Institute of Technology (US))   ()
19:00 Hyperparameter Tuning for Semi-Supervised Graph Neural Network for Pileup Mitigation - Jack Rodgers   ()
19:00 Interaction Networks for Anomaly Detection at the CMS Level-1 Trigger - Andrew Skivington (University of California-San Diego, Duarte Lab)   ()
19:00 Jet Tagging Algorithm for Long-Lived Particles at the CMS Level-1 Trigger - Anthony Vizcaino Aportela (Univ. of California San Diego (US))   ()
19:00 Lyapunov-Guided Embedding for Hyperparameter Selection in Recurrent Neural Networks - YANG ZHENG   ()
19:00 Machine learning evaluation in the Global Event Processor FPGA for the ATLAS Phase 2 Level 0 trigger upgrade - Zhixing "Ethan" Jiang (University of Washington (US)) Elham E Khoda (University of Washington (US))   ()
19:00 Machine learning for HEP simulations - Raghav Kansal (Univ. of California San Diego (US))   ()
19:00 MCUNetV1 & V2: On-Device Inference of Tiny Deep Learning on IoT Devices - Dr Wei-Chen Wang (MIT)   ()
19:00 MCUNetV3: On-Device Training Under 256KB Memory - Dr Wei-Chen Wang (MIT)   ()
19:00 Multi-block RNN Autoencoders Enable Broadband ECoG Signal Reconstruction - JINGYUAN LI   ()
19:00 Multi-objective Bayesian Optimization for High-resolution Electron Ptychography - Desheng Ma   ()
19:00 Parameter Estimation of Unmodeled Burst Gravitational Waves Using Likelihood-free Inference - Deep Chatterjee   ()
19:00 Pointing to a supernova with the DUNE experiment - Janina Hakenmüller (Duke University)   ()
19:00 Predicting Pulsed-Laser Deposition SrTiO3 Homoepitaxy Growth Dynamics using High-Speed Reflection High-Energy Electron Diffraction - Yichen Guo   ()
19:00 Progress towards an improved particle-flow algorithm at CMS with machine learning - Javier Mauricio Duarte (Univ. of California San Diego (US)) Michael Zhang   ()
19:00 PyLog-HLS4ML Integration: Introducing higher level of automatic design in HLS4ML - Jialiang Zhang   ()
19:00 Real-Time AI for the Particle Flow and PUPPI Algorithm in the CMS Level-1 Trigger Upgrade - Noah Paladino (Massachusetts Inst. of Technology (US))   ()
19:00 Real-time Fitting and Materials Characterization in Band-Excitation Piezoresponse Force Microscopy - Yael Passy Veronica Obute (Drexel University)   ()
19:00 Searching Better, Faster: Detecting Binary Black Hole Mergers with Deep Learning Networks - Ethan Marx (MIT)   ()
19:00 Self-Supervised Learning for Jet Tagging - Zihan Zhao (Univ. of California San Diego (US))   ()
19:00 Sleep Spindle (LFADs) Project Abstract - Xiaohan Liu   ()
19:00 SpectroGW: A computer vision model for Binary Black Hole merger classification - Arif Chu (University of Washington Seattle)   ()
19:00 STNDT: Modeling Neural Population Activity with Spatiotemporal Transformers - Trung Le   ()
19:00 Structural Re-weighting Improves Graph Domain Adaptation - Shikun Liu   ()
19:00 Symmetry Informed Autoencoder for Domain Classification of BaTiO3 Brightfield Images - Xinqiao Zhang   ()
19:00 Testing the Supernova Pointing Resolution of DUNE with ICEBERG - Joshua Queen   ()
19:00 UNRAVELING GRAVITATIONAL RIPPLES: NEURAL NETWORK CLASSIFICATION - Mr Cole Welch (University of Washington) Mr Daniel G Fredin (University of Washington)   ()
19:00 Using convex feature selection to improve offline feature decoding - Lauren Peterson (University of Washington)   ()
12:30 --- Lunch (self-organized) ---
14:00
Special Event - Megan Hope Lipton (until 14:25) ()
14:00 Affiliate Flash Talks: Xiangyang Ju - Xiangyang Ju (Lawrence Berkeley National Lab. (US))   ()
14:05 Affiliate Flash Talks: Dylan Rankin - Dylan Sheldon Rankin (University of Pennsylvania (US))   ()
14:10 Affiliate Flash Talks: Ben Carlson - Ben Carlson (Westmont College)   ()
14:15 Affiliate Flash Talks: Bo-Cheng Lai - Bo-Cheng Lai   ()
14:20 Affiliate Flash Talks: Ari Sravan - Niharika Sravan   ()
14:25
Hackathon (until 16:25) ()
14:25 Introduction & Overview - Melissa Quinnan (Univ. of California San Diego (US))   ()
14:40 Topic 1: Neuroscience mouse touch stimulus brain signals - Megan Hope Lipton Seungbin Park   ()
15:00 Topic 2: MMA telescope (ZTF) source classification - Brian Healy   ()
15:20 Topic 3: HEP Trigger Anomaly Detection - Elham E Khoda (University of Washington (US)) Melissa Quinnan (Univ. of California San Diego (US))   ()
15:40 Group Formation/Go to breakout rooms   ()
16:25 --- Coffee Break ---
16:40
Special Event (until 17:30) ()
16:40 Meet outside physics building to walk over to CENPA   ()
17:00 CENPA nuclear physics lab tour (Prof. Alejandro Garcia) - Alejandro Garcia (University of Washington)   ()
17:30
Hackathon (until 18:30) ()
17:30 HEP breakout session   ()
17:30 MMA breakout session   ()
17:30 Neuro breakout session   ()
18:30 --- Working dinner (demos+ hackathon debrief) ---
12:00 --- Lunch (self-organized) ---
13:30
Hackathon (until 18:00) ()