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Browse files- README.md +32 -0
- models/Best_furuta_cond.pth +3 -0
- models/Best_furuta_full_cond.pth +3 -0
- models/Best_furuta_traj_cond_e800.pth +3 -0
- models/Best_furuta_traj_cond_v1.pth +3 -0
- models/Best_furuta_traj_cond_v2.pth +3 -0
- models/Best_furuta_traj_cond_v2ctl_e2400.pth +3 -0
- models/Best_furuta_traj_cond_v3_e2400.pth +3 -0
- models/Best_nonlinear_cond_popov_L2.pth +3 -0
- models/Best_nonlinear_cond_popov_L_distill.pth +3 -0
- models/Best_pend_cbar.pth +3 -0
- models/Best_pendulum_abl_data_p25.pth +3 -0
- models/Best_pendulum_abl_data_p50_s44.pth +3 -0
- models/Best_pendulum_abl_dl_lz_s43.pth +3 -0
- models/Best_pendulum_abl_dl_lzm.pth +3 -0
- models/Best_pendulum_abl_dl_lzm_s43.pth +3 -0
- models/Best_pendulum_abl_dl_lzres.pth +3 -0
- models/Best_pendulum_abl_dl_lzres_s44.pth +3 -0
- models/Best_pendulum_abl_dl_phys_s43.pth +3 -0
- models/Best_pendulum_abl_ood_hole20.pth +3 -0
- models/Best_pendulum_abl_ood_hole20_s43.pth +3 -0
- models/Best_pendulum_abl_size_2x.pth +3 -0
- models/Best_pendulum_abl_size_2x_s43.pth +3 -0
- models/Best_pendulum_abl_size_2x_s44.pth +3 -0
- models/Best_pendulum_abl_size_ref_s44.pth +3 -0
- models/Best_pendulum_abl_steps_p25_e3200.pth +3 -0
- models/Best_pendulum_abl_steps_ref_e200.pth +3 -0
- models/Best_pendulum_abl_steps_ref_e200_s43.pth +3 -0
- models/Best_pendulum_multi_A_s102.pth +3 -0
- models/Best_pendulum_multi_B_s201.pth +3 -0
- models/Best_pendulum_multi_B_s202.pth +3 -0
- models/Best_pendulum_multi_sw_w256_d0.1_s20k.pth +3 -0
- models/Best_pendulum_pg_A_lz_s2.pth +3 -0
- models/Best_pendulum_pg_A_phys_s1.pth +3 -0
- models/Best_pendulum_pg_A_phys_s3.pth +3 -0
- models/Best_pendulum_pg_B_lz_s2.pth +3 -0
- models/Best_siso_pg_c1.pth +3 -0
- models/cert_perfspan_L.pth +3 -0
- models/v4/mlp_192k_s192000.pth +3 -0
- models/v4/mlp_384k_s384000.pth +3 -0
- models/v4/mlp_a_s96000.pth +3 -0
- models/v4/mlp_xd_s80000.pth +3 -0
- models/v4/reg_a_seed0_s96000.pth +3 -0
- models/v4/reg_a_seed2_s96000.pth +3 -0
- models/v4/reg_mcd_seed2_s96000.pth +3 -0
- models/v4/unet_a_s96000.pth +3 -0
- models/v4/unet_a_seed2_s96000.pth +3 -0
- models/v4/unet_s_s40000.pth +3 -0
- models/v4/unet_sxd_s40000.pth +3 -0
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README.md
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---
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license: other
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tags:
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- diffusion
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- control
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- controller-synthesis
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---
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# DiffusionControl checkpoints
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Trained models for the DiffusionControl project (conditional diffusion models that generate
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certified feedback controllers). Code, protocols and results live in the GitHub repo
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`matCercola18/matte_server` under `DiffusionControl/`, branch `icml-experiments`; each family has
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a research doc in `DiffusionControl/docs/`.
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Files keep their repo paths (`models/...`), so code that loads `models/<name>.pth` works after
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`huggingface_hub.snapshot_download`. Only final checkpoints are included (no `Last_*`, no
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intermediate step checkpoints).
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| family | files | doc |
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|---|---|---|
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| Furuta (QUBE-Servo 2), headline 1D U-Net generator | `models/v4/unet_a*_s96000.pth`, `unet_s_s40000.pth`, `unet_sxd_s40000.pth` | `furuta_generated_trajectory_v4.md` |
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| Furuta regression twins and MLP ablations | `models/v4/reg_*`, `models/v4/mlp_*` | same |
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| Furuta earlier trajectory models (v1-v3, clip-bug fix) | `Best_furuta_traj_cond_*` | `furuta_generated_trajectory*.md` |
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| Furuta energy-shaping models (superseded) | `Best_furuta_cond`, `_full_cond`, `_handoff_cond` | `diffusion_complete_nonlinear_controller.md` |
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| Pendulum | `Best_pendulum_*` (multi-solution `multi_*`, physics-informed `pg_*`/`abl_dl_*`, ablations `abl_*`) | `pendulum_multi_solution.md`, `physics_informed_generation.md`, `ablations.md`, `ood_shift.md` |
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| SISO Lur'e | `Best_nonlinear_cond_popov_*`, `siso_pg_c*`, `costcond_siso`, `cert_perfspan_L`, `regressor_siso` | RESULTS.md, `physics_informed_generation.md` |
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| MIMO 2x2 | `Best_mimo_cond_2x2*` | RESULTS.md |
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| CVAE baselines | `Best_cvae_*` | `ablations.md` |
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| Witsenhausen | `*witsenhausen_cond*` | `witsenhausen.md` |
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Note: `Best_nonlinear_cond_popov_L_sector/_closedloop/_distill` are documented negative results.
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