Speaker
Sebastian Wuchterl
(CERN)
Description
While the usual attention mechanism successfully introduced edge features allowing to compute efficiently the inter-connection between two elements, one could consider more-object connections via a simplex system, which would generalize the concept of attention to any higher dimension, allowing a “hyper-graph” like attention model; see, e.g., arXiv:2309.02138.
CERN group/ Experiment
EP-CMG / CMS
| Working area | Area 7: Experimental Technologies |
|---|---|
| Project goals | Explore and dvelop novel architectures for important experimental tasks, such as jet tagging. Develop the first fully trained model and test performance using CMS data. |
| Timeline | 2-3y |
| Available person power | 0 |
| Additional person power request | 1 fellow |
| Is this an already ongoing activity? | No |
| Indicative hardware resources needs | Access to a H100/A100 GPU cluster with LCG-like software stack and cvmfs access with fast storage facilities across the full duration of the project |
Authors
Alexandre De Moor
(Vrije Universiteit Brussel (BE))
Sebastian Wuchterl
(CERN)