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Track 1: Computing Technology for Physics Research
This track includes topics that impact how we do physics analysis and research that are related to the enabling technology. Here is a fairly detailed list of possibilities (which isn't, of course, complete!).
- Software
- Language interoperability
- Software development and quality
- Analysis Libraries and tools
- Computing
- Distributed and parallel computing, including programming models
- Architectures, from accelerators (GPU, ASIC, FPGA) to HPC
- Floating-point models
- Hardware abstractions
- Online computing, including data transfer, High Level Triggering (HLT)
- Advanced computing models such as Quantum Computing
- Data
- Data transfer, networking
- Data formats and compression
- Simulations and visualization
- Detector and accelerator simulations, full and fast
- Visualization techniques; event displays
- Software
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Track 2: Data Analysis - Algorithms and Tools
There are as many different algorithms and methods as their are physicists. New and novel categories of algorithms are part of what this conference is looking for.
- Machine Learning
- Neural network architectures and their applicability
- Automation of science: data to formula
- Hyperparameter tuning
- Optimization and Deployment
- Differentiable programming
- Statistical methods
- Novel reconstruction algorithms, such as for track finding
- Machine Learning
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Track 3: Computations in Theoretical Physics: Techniques and Methods
Computing techniques and algorithms used in the theoretical side of physics research.
- Automatic Systems
- Automatic Computation Systems: from Amplitudes to Event Generators
- Multi-dimensional Integration: Methods and Tools
- Intensive High Precision Numerical Computations: Algorithms and Systems
- Higher Orders
- Matching NNNNLO Calculations to Event Generators
- Multi-loop Calculations and Higher Order Corrections
- Computer Algebra Techniques and Applications
- Computational Physics: Theoretical and Simulation Aspects
- Cosmology, Universe Large Scale Structure, Gravitational Waves
- Nuclear Physics N-body Computation
- Plasma Physics
- Earth Physics, Climate, Earthquakes
- Automatic Systems
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