A3D3 all-hands: 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)