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| license: mit |
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| # LLapDiff Checkpoints |
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| This repository hosts checkpoint archives for the LLapDiffusion project. |
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| ## Archives |
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| - `llapdiffusion_baseline_checkpoints.zip`: longest/default-horizon extrapolation baseline checkpoints. It contains 56 checkpoints across 7 datasets and 8 baselines. |
| - `llapdiffusion_longest_horizon_artifacts.zip`: LLapDiff longest-horizon artifacts trained from commit `59f4427b3a0c71e941f6ff4f7f047f80cad2dfd6`. |
| - `llapdiffusion_x0_diffusion_checkpoints.zip`: x0-parameterized LLapDiff diffusion checkpoints for the same seven longest/default horizons. This archive is separate from the v-prediction LLapDiff artifact archive and does not include VAE or summarizer checkpoints. |
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| ## Baseline archive |
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| The baseline archive has two completion groups: |
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| - 35 full-loop checkpoints for `dlinear`, `mtan`, `patchtst`, `t_patchgnn`, and `timegrad`. |
| - 21 very heavy checkpoints for `neuralcde`, `mr-diff`, and `contiformer`. |
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| The one-batch checkpoints are included for completeness and load/evaluation plumbing checks; they are not comparable full-training baseline results. |
| Checkpoint names follow `checkpoints/<dataset>_h<horizon>_<method>.pt`. |
| `MANIFEST.csv` records file sizes, SHA256 checksums, and `completion_mode`. |
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| Current `llapdiffusion_baseline_checkpoints.zip` SHA256: `3afc405489dd061a92bb5b66d82cca4c12ae56b43fefc12e6a191ded9d22d3f4` |
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| ## LLapDiff artifact archive |
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| The LLapDiff artifact archive covers `bms_air h168`, `uci_air h168`, `physionet h12`, `noaa_us h168`, `noaa_uk h168`, `us_equity h100`, and `crypto h100`. |
| For each dataset, it includes VAE ELBO/reconstruction best checkpoints, summarizer best, and LLapDiff best. |
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| Historical Hugging Face revisions may contain earlier archive states. |
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| ## LLapDiff x0 Diffusion Checkpoints |
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| `llapdiffusion_x0_diffusion_checkpoints.zip` contains x0 LLapDiff diffusion checkpoints only: `best` and `last` checkpoints for `bms_air h168`, `uci_air h168`, `physionet h12`, `noaa_us h168`, `noaa_uk h168`, `us_equity h100`, and `crypto h100`. |
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| The archive preserves repo-relative paths under `ldt/output/<dataset>/mode-x0/pred-<horizon>/` and includes `metadata/x0_manifest.json`, `metadata/sha256sums.txt`, and the seven `ldt/results/x0/*.json` summary files. Reuse VAE and summarizer artifacts from `llapdiffusion_longest_horizon_artifacts.zip`. |
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| Current `llapdiffusion_x0_diffusion_checkpoints.zip` SHA256: `9f64af580ea81a11fab2616de5e5d1125405906ce79fa6ed7b03e18e3477cea4` |
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| ## CSDI 30% Imputation Checkpoints |
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| `llapdiffusion_csdi_mask30_imputation_checkpoints.zip` contains CSDI target-horizon imputation checkpoints for PhysioNet h12, Crypto h100, and NOAA UK h168. These were trained/evaluated with a random 30% observed-target holdout and 25 evaluation samples. The archive is separate from the extrapolation baseline archive and the LLapDiff artifact archive. |
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