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reinforcement learning agent + nova based reward function for JSAC 2021 submission

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Shared_ML_code
Shared_ML_code
 
 
data
data
 
 
drl_plots
drl_plots
 
 
drl_results
drl_results
 
 
geo_optim_chars
geo_optim_chars
 
 
ml_plots
ml_plots
 
 
optim_plots
optim_plots
 
 
plots
plots
 
 
.gitignore
.gitignore
 
 
README.md
README.md
 
 
drl_downtime.py
drl_downtime.py
 
 
dset_plotter.py
dset_plotter.py
 
 
fl_only.py
fl_only.py
 
 
fl_only_ext.py
fl_only_ext.py
 
 
fl_only_ext_debug.py
fl_only_ext_debug.py
 
 
fl_only_ext_org.py
fl_only_ext_org.py
 
 
fl_vs_pfl_compare_plots.py
fl_vs_pfl_compare_plots.py
 
 
fl_vs_pfl_main.py
fl_vs_pfl_main.py
 
 
fo_pfl_only.py
fo_pfl_only.py
 
 
fo_pfl_only_ext.py
fo_pfl_only_ext.py
 
 
geo_optim.py
geo_optim.py
 
 
geo_optim_greed.py
geo_optim_greed.py
 
 
geo_optim_greed_alphas.py
geo_optim_greed_alphas.py
 
 
geo_optim_greed_freq.py
geo_optim_greed_freq.py
 
 
geo_optim_plotter.py
geo_optim_plotter.py
 
 
geo_optim_plotter_avg.py
geo_optim_plotter_avg.py
 
 
geo_optim_plotter_greed.py
geo_optim_plotter_greed.py
 
 
geo_optim_plotter_greed_alphas.py
geo_optim_plotter_greed_alphas.py
 
 
geo_optim_plotter_greed_freq.py
geo_optim_plotter_greed_freq.py
 
 
gop_greed_both.py
gop_greed_both.py
 
 
hf_pfl_only.py
hf_pfl_only.py
 
 
hf_pfl_only_ext.py
hf_pfl_only_ext.py
 
 
hf_pfl_only_ext_debug.py
hf_pfl_only_ext_debug.py
 
 
ml_replotter.py
ml_replotter.py
 
 
multiprocess_ex.py
multiprocess_ex.py
 
 
multiprocess_ex_working.py
multiprocess_ex_working.py
 
 
noniid_perf_0.5.png
noniid_perf_0.5.png
 
 
noniid_perf_1.5.png
noniid_perf_1.5.png
 
 
noniid_perf_1.png
noniid_perf_1.png
 
 
noniid_perf_2.5.png
noniid_perf_2.5.png
 
 
noniid_perf_2.png
noniid_perf_2.png
 
 
old_comments.txt
old_comments.txt
 
 
poc_energy_calc.py
poc_energy_calc.py
 
 
quick_DRL_test.py
quick_DRL_test.py
 
 
recompute.py
recompute.py
 
 
replot_DRL_checker.py
replot_DRL_checker.py
 
 

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UAV-PFL

Code for the paper: UAV-assisted online machine learning over multi-tiered networks: A hierarchical nested personalized federated learning approach.

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reinforcement learning agent + nova based reward function for JSAC 2021 submission

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