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Do Over Time Pfn

Causal foundation-model (PFN) checkpoints for DoTime ( Two synthetic priors --- s9ho (OSC) and s9btm (BTM) --- each with {bd,fd,iv,all} structures in causal (interventional) and obs (observational) variants. Load...

Quellehuggingface.co/thummd/do-over-time-pfn/tree/bec6618c8b25f3a5d8cf608d4c597978d5a694ac

ArtOtherVersionRevision bec6618Verleger@thummdCBewertung

Modellquelle

Art: Other
Dateigröße: 281 MB
Version: vRevision bec6618
Aktualisiert: 3. Okt. 2026
Verleger: @thummd
Downloads: 0
Quelle: Hugging Face

Quellenbeschreibung

Do-Over-Time-PFN checkpoints

Causal foundation-model (PFN) checkpoints for DoTime (https://github.com/thummd/dotime). Two synthetic priors --- s9ho (OSC) and s9btm (BTM) --- each with {bd,fd,iv,all} structures in causal (interventional) and obs (observational) variants. Load with dotime.models.loader.load_dotpfn.

`s10` series — erratum retrain of the observational arms (2026-08)

The s9*_obs checkpoints were trained with an --obs-only-target Y_obs whose raw targets were identically zero (the target was read from the causally masked observational tensor), so they degenerated into pre-onset-mean predictors. s10ho_*_obs / s10btm_*_obs are the same configurations retrained on the corrected Y_obs; the s9*_causal arms are unaffected and remain the interventional counterparts. Under the paper's structure-matched protocol the interventional-vs-observational direction-accuracy gap does not survive this correction (see the DoTime erratum ledger, https://github.com/thummd/dotime, results/reference/erratum/). The s9*_obs checkpoints stay published for reproducibility of the original numbers.

Quellen

1 Quelle

Hugging FacePrimärVersion bec6618c8b25f3a5d8cf608d4c597978d5a694ac

huggingface.co/thummd/do-over-time-pfn/tree/bec6618c8b25f3a5d8cf608d4c597978d5a694ac

Verifiziert 3. Okt.

Modellartefakte

55 Artefakte

s10btm_all_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 a1b755c9c6a5…f88d · Hugging Face

s10btm_bd_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 59a59f2e824c…c313 · Hugging Face

s10btm_fd_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 932dacf21fda…48bd · Hugging Face

s10btm_iv_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 347cdc58f660…86f6 · Hugging Face

s10ho_all_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 2e85be7d6fd4…321b · Hugging Face

s10ho_bd_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 104b0977fc54…8f5d · Hugging Face

s10ho_fd_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 84d47610daaf…1edb · Hugging Face

s10ho_iv_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 c77ce0724493…39f0 · Hugging Face

s13/s13ho_all_A_seed42/do_over_time_pfn_last.pt

pt · 281 MB · SHA-256 d2bd90a394af…2212 · Hugging Face

s13/s13ho_all_A_seed43_r2/do_over_time_pfn_last.pt

pt · 281 MB · SHA-256 83632fc62638…bf9a · Hugging Face

s13/s13ho_all_A_seed44/do_over_time_pfn_last.pt

pt · 281 MB · SHA-256 ee3547851d98…02a2 · Hugging Face

s13/s13ho_all_B_seed42/do_over_time_pfn_last.pt

pt · 281 MB · SHA-256 59cb19ffbe1a…299a · Hugging Face

s13/s13ho_all_B_seed43/do_over_time_pfn_last.pt

pt · 281 MB · SHA-256 c80c166b9dbd…4df7 · Hugging Face

s13/s13ho_all_B_seed44/do_over_time_pfn_last.pt

pt · 281 MB · SHA-256 47fbc9b4420c…5343 · Hugging Face

s13/s13ho_all_int_seed42/do_over_time_pfn_last.pt

pt · 281 MB · SHA-256 8f15c8316a3c…3538 · Hugging Face

s13/s13ho_all_int_seed43/do_over_time_pfn_last.pt

pt · 281 MB · SHA-256 9daf293aa18f…f666 · Hugging Face

s13/s13ho_all_int_seed44/do_over_time_pfn_last.pt

pt · 281 MB · SHA-256 8db7e98683c4…e7dc · Hugging Face

s9btm_all_causal/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 209639d97432…9987 · Hugging Face

s9btm_all_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 cca959b88ca9…f6eb · Hugging Face

s9btm_bd_causal/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 057a73592aa4…742b · Hugging Face

s9btm_bd_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 759976fe845e…a861 · Hugging Face

s9btm_fd_causal/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 bf244926b98d…5306 · Hugging Face

s9btm_fd_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 bcdc611b5f2e…bf57 · Hugging Face

s9btm_iv_causal/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 ab4a1eb9bbea…8bab · Hugging Face

s9btm_iv_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 3351a093ec1e…5fa4 · Hugging Face

s9ho_all_causal/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 214db2fab16f…3618 · Hugging Face

s9ho_all_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 ccaffeb5e6e5…0806 · Hugging Face

s9ho_bd_causal_lag/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 25f2dff0cb5e…7e32 · Hugging Face

s9ho_bd_causal_seed43/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 7cdb3199dafd…44f7 · Hugging Face

s9ho_bd_causal_seed44/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 7510a1a5661a…b5bb · Hugging Face

s9ho_bd_causal/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 b589c9078e37…669c · Hugging Face

s9ho_bd_obs_lag/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 2ae55472505b…2905 · Hugging Face

s9ho_bd_obs_seed43/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 9f87285b446e…deb6 · Hugging Face

s9ho_bd_obs_seed44/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 2181567bc86e…6519 · Hugging Face

s9ho_bd_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 210d111c13be…6f4d · Hugging Face

s9ho_fd_causal_lag/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 4cc9e3c17764…0395 · Hugging Face

s9ho_fd_causal_seed43/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 aa6a8c1a6338…b11e · Hugging Face

s9ho_fd_causal_seed44/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 d88f4579b206…87df · Hugging Face

s9ho_fd_causal/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 1115d3f6a985…6124 · Hugging Face

s9ho_fd_obs_lag/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 ba4d443ab594…c392 · Hugging Face

s9ho_fd_obs_seed43/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 a5eaca6610ed…040c · Hugging Face

s9ho_fd_obs_seed44/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 e05346483d22…d499 · Hugging Face

s9ho_fd_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 79c0e8fe335c…2c02 · Hugging Face

s9ho_iv_causal_lag/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 a741928e1777…b5a8 · Hugging Face

s9ho_iv_causal_seed43/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 6519c689291e…a24e · Hugging Face

s9ho_iv_causal_seed44/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 11b2771dc458…19d0 · Hugging Face

s9ho_iv_causal/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 2c47f029fb3b…91d3 · Hugging Face

s9ho_iv_obs_lag/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 98c5961c442e…4cb2 · Hugging Face

s9ho_iv_obs_seed43/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 5a7f6fd240f2…4d07 · Hugging Face

s9ho_iv_obs_seed44/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 495558b91c12…3b12 · Hugging Face

s9ho_iv_obs/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 c3dc361e6550…99dd · Hugging Face

s9ho_oc_causal_extra/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 213c5223d222…6b71 · Hugging Face

s9ho_oc_obs_extra/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 fe4737aa0035…2a74 · Hugging Face

s9ho_uc_causal_extra/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 34cd409fcd21…087e · Hugging Face

s9ho_uc_obs_extra/do_over_time_pfn_best.pt

pt · 281 MB · SHA-256 d70de1722554…acdb · Hugging Face

Quellenauszüge

3 Auszüge

Readme3. Okt.huggingface.co/thummd/do-over-time-pfn

--- license: apache-2.0 tags: - causal-inference - time-series - prior-fitted-network - dotime --- # Do-Over-Time-PFN checkpoints Causal foundation-model (PFN) checkpoints for **DoTime** (https://github.com/thummd/dotime). Two synthetic priors --- `s9ho` (OSC) and `s9btm` (BTM) --- each with `{bd,fd,iv,all}` structures in `causal` (interventional) and `obs` (observational) variants. Load with `dotime.models.loader.load_dotpfn`. ## `s10` series — erratum retrain of the observational arms (2026-08) The `s9*_obs` checkpoints were trained with an `--obs-only-target Y_obs` whose raw targets were identically zero (the target was read from the causally masked observational tensor), so they degenerated into pre-onset-mean predictors. `s10ho_*_obs` / `s10btm_*_obs` are the same configurations retrained on the corrected `Y_obs`; the `s9*_causal` arms are unaffected and remain the interventional counterparts. Under the paper's structure-matched protocol the interventional-vs-observational direction-accuracy gap does not survive this correction (see the DoTime erratum ledger, https://github.com/thummd/dotime, `results/reference/erratum/`). The `s9*_obs` checkpoints stay published for reproducibility of the original numbers.

Readme11. Julihuggingface.co/thummd/do-over-time-pfn

--- license: apache-2.0 tags: - causal-inference - time-series - prior-fitted-network - dotime --- # Do-Over-Time-PFN checkpoints Causal foundation-model (PFN) checkpoints for **DoTime** (https://github.com/thummd/dotime). Two synthetic priors --- `s9ho` (OSC) and `s9btm` (BTM) --- each with `{bd,fd,iv,all}` structures in `causal` (interventional) and `obs` (observational) variants. Load with `dotime.models.loader.load_dotpfn`.

Note11. Julihuggingface.co/thummd/do-over-time-pfn

Source context: 0 downloads · 0 likes · Repo thummd/do-over-time-pfn