CONTRIBUTING.md
LICENSE
MANIFEST.in
README.md
pyproject.toml
setup.py
assets/pagating_block_diagram.png
assets/images/figures/all_units_gateflow.png
assets/images/figures/enhanced_transformer_results.png
assets/images/figures/paGELU_gateflow.png
assets/images/figures/paGELU_transformer_alpha0.50.png
assets/images/figures/paGLU_gateflow.png
assets/images/figures/paGLU_transformer_alpha0.50.png
assets/images/figures/paGTU_gateflow.png
assets/images/figures/paGTU_transformer_alpha0.50.png
assets/images/figures/paMishU_gateflow.png
assets/images/figures/paMishU_transformer_alpha0.50.png
assets/images/figures/paReGLU_gateflow.png
assets/images/figures/paReGLU_transformer_alpha0.50.png
assets/images/figures/paSiLU_gateflow.png
assets/images/figures/paSiLU_transformer_alpha0.50.png
assets/images/figures/paSwishU_gateflow.png
assets/images/figures/paSwishU_transformer_alpha0.50.png
assets/images/figures/transformer_comparison.png
assets/images/plots/all_units_gateflow.png
assets/images/plots/combined_transformer_results.png
assets/images/plots/enhanced_transformer_results.png
assets/images/plots/paGELU_gateflow.png
assets/images/plots/paGELU_transformer_alpha0.50.png
assets/images/plots/paGLU_gateflow.png
assets/images/plots/paGLU_transformer_alpha0.50.png
assets/images/plots/paGTU_gateflow.png
assets/images/plots/paGTU_transformer_alpha0.50.png
assets/images/plots/paMishU_alpha_comparison.png
assets/images/plots/paMishU_gateflow.png
assets/images/plots/paMishU_transformer_alpha0.50.png
assets/images/plots/paReGLU_gateflow.png
assets/images/plots/paReGLU_transformer_alpha0.50.png
assets/images/plots/paSiLU_gateflow.png
assets/images/plots/paSiLU_transformer_alpha0.50.png
assets/images/plots/paSwishU_gateflow.png
assets/images/plots/paSwishU_transformer_alpha0.50.png
assets/images/plots/unit_comparison.png
coreml_export/export_to_coreml.py
datamodules/cifar10_datamodule.py
docs/DATA_SETUP.md
docs/README_demo.md
docs/REPRODUCIBILITY.md
docs/dashboard_README.md
docs/paGating_Architecture_Diagrams.md
docs/results_summary.md
docs/task_board.md
docs/diagrams/01_training_pipeline.md
docs/diagrams/02_pagating_architecture.md
docs/diagrams/03_experimental_sequence.md
docs/diagrams/04_alpha_control_system.md
docs/diagrams/05_results_comparison.md
docs/diagrams/06_training_timeline.md
docs/diagrams/07_system_overview.md
docs/diagrams/08_performance_monitoring.md
docs/paper/Funding_Collaboration_Strategy.md
docs/paper/IEEE_Compliance_Checklist.md
docs/paper/IEEE_TNNLS_Compliance_Final.md
docs/paper/Paper2_Experimental_Protocol.md
docs/paper/cover_letter.tex
docs/paper/enhanced_abstract.tex
docs/paper/enhanced_results_tables.tex
docs/paper/exp_ablation.tex
docs/paper/exp_cifar.tex
docs/paper/exp_wikitext.tex
docs/paper/figures_pagating.tex
docs/paper/layer_analysis_figure.tex
docs/paper/paGLU_arxiv.tex
docs/paper/paGLU_arxiv_final.tex
docs/paper/paGating_Publication_Roadmap.md
docs/paper/pagating.bib
docs/paper/pagating_ieee_transactions_paper.tex
docs/paper/related_work.tex
docs/paper/results_tables.tex
docs/paper/supplementary_material.tex
docs/paper/title_page.tex
docs/paper/transformer_diagram.tex
examples/train_pagru_example.py
experiments/benchmark_gateflow.py
experiments/enhance_transformer_visualization.py
experiments/enhanced_visualize_transformer_results.py
experiments/generate_new_figures.py
experiments/test_transformer.py
experiments/train_cifar.py
experiments/visualize_transformer_results.py
ieee_dataport_submission/create_comprehensive_dataset.py
ieee_dataport_submission/create_dataset_package.py
lightning_modules/datamodule.py
lightning_modules/metrics_logger.py
lightning_modules/paGatingModule.py
models/cifar_data_module.py
models/gpt2_pagating_patch.py
models/paCNN.py
models/paTransformer.py
models/pa_cifar10_model.py
models/pa_cifar_classifier.py
models/pa_cifar_module.py
models/pa_cifar_net.py
models/pa_lightning_module.py
paGating/__init__.py
paGating/activation_fns.py
paGating/alpha_schedulers.py
paGating/base.py
paGating/cnn_adapters.py
paGating/norms.py
paGating/paGELU.py
paGating/paGLU.py
paGating/paGRU.py
paGating/paGTU.py
paGating/paMishU.py
paGating/paReGLU.py
paGating/paSiLU.py
paGating/paSwishU.py
paGating/paUnit.py
paGating_IEEE_DataPort_Dataset/datasets/cifar10_processed/cifar10_datamodule.py
paGating_IEEE_DataPort_Dataset/datasets/cifar10_processed/cifar_datamodule.py
scripts/analyze_dashboard.py
scripts/analyze_results.py
scripts/baseline_gpt2_wikitext.py
scripts/benchmark_optimizations.py
scripts/calculate_flops_params.py
scripts/comprehensive_statistical_analysis.py
scripts/coreml_export.py
scripts/download_data.py
scripts/expedited_experiments.py
scripts/export_to_coreml.py
scripts/find_optimal_batch_size.py
scripts/generate_html_report.py
scripts/generate_leaderboard.py
scripts/hybrid_statistical_analysis.py
scripts/multi_seed_experiments.py
scripts/onnx_export.py
scripts/pagate.py
scripts/paglu_statistical_analysis.py
scripts/pragmatic_24h_analysis.py
scripts/run_experiment_pipeline.py
scripts/run_pagating_sweep.py
scripts/run_sweep.py
scripts/simple_benchmark.py
scripts/streamlit_dashboard.py
scripts/train_cifar.py
scripts/train_cifar10.py
scripts/train_cifar_pagating.py
scripts/train_lightning.py
scripts/train_pagating.py
scripts/train_pagating_optimized.py
scripts/train_pagating_phase3.py
scripts/train_relu_baseline.py
scripts/train_standard_baselines.py
scripts/visualize_results.py
scripts/benchmark/benchmark_coreml.py
scripts/benchmark/compare_alpha_values.py
scripts/benchmark/compare_units.py
scripts/benchmark/compare_units_cifar10.py
scripts/utilities/export_report.py
scripts/utilities/export_summary.py
scripts/utilities/run_experiments.py
scripts/utilities/run_unit_tests.py
tests/test_alpha_schedulers.py
tests/test_base.py
tests/test_coreml_model.py
tests/test_coreml_norm_export.py
tests/test_m4_optimizations.py
tests/test_metrics_logger.py
tests/test_norm_integration.py
tests/test_norms.py
tests/test_onnx_norm_export.py
tests/test_paGELU_coreml.py
tests/test_paGLU_coreml.py
tests/test_paGRU.py
tests/test_pa_units.py
tests/test_paglu.py
tests/test_pagtu.py
tests/test_run_unit_tests.py
tests/test_utils.py
train/pa_cifar10_trainer.py
utils/export_dashboard_metrics.py