Ongoing and Past Work - atlas-calo-ml/Organization GitHub Wiki

Here we should keep a growing list of the things people are trying. The idea is to keep people up to date on what everyone is working on, and indicate what we have explored in the past (with what results), and what we haven't tried. Feel free to edit! This is still a work in progress, and will improve in the next weeks.

Idea	Person	Result?	Link
Conversion script for new format to images	Albert and Jan and Matthew S
Testing ResNet with full granularity	Jan	Similar to simple CNN
Testing best CNN with full granularity	Laura	?
Event displays	Jonathan, Russell, Albert
Graphs: kNN	Sanmay, Ben, Ming
Graphs: complicated tensors	Sanmay
Graphs: simple geometric	Sanmay
Graphs: neighbors from geometry	Piyush
Testing performance with jets	Jan	Promising-- understanding strange response binning
Testing performance with taus	Christina
Testing performance with rho samples	Albert	ongoing
Testing performance with delta samples	Kaela	ongoing
Studying overlapping particle properties in rho and delta	Albert, Kaela	ongoing
Learning resolutions with quantile learning	Albert	Works!
Learning resolutions with MDN	UW team	Works!
Absolute x/y location of tracks?	?
Dead material and OOC	Piyush and Dewen
Baseline classifier and regression	Max, Piyush, Jan	Works! Needs updating to latest samples
Deep sets/ PFN for regression/classification	Russell, Dilia, Kaela, Max
Deep sets with tracking information	Russell
Add PFO to outputs for comparisons	??