Pith Number

pith:MUUWZO6E

pith:2025:MUUWZO6ENRPMLFYFYM2GFRTJDD

not attested not anchored not stored refs pending

Counterfactual Probabilistic Diffusion with Expert Models

Alexander Rodr\'iguez, Mehmed Uludag, Wenhao Mu, Zhi Cao

arxiv:2508.13355 v2 · 2025-08-18 · cs.LG · cs.AI · stat.ME

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MUUWZO6ENRPMLFYFYM2GFRTJDD}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

4 papers in Pith

Benchmarking Counterfactual Prediction in Epidemic Time Series with Time-Varying Interventions

Experiment-as-Code Labs: A Declarative Stack for AI-Driven Scientific Discovery

What if Tomorrow is the World Cup Final? Counterfactual Time Series Forecasting with Textual Conditions

Experiment-as-Code Labs: A Declarative Stack for AI-Driven Scientific Discovery

Receipt and verification

First computed	2026-07-05T12:09:45.873781Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65296cbbc46c5ec59705c33462c66918cd62264d92cf4943e75f45a5dd024fef

Aliases

arxiv: 2508.13355 · arxiv_version: 2508.13355v2 · doi: 10.48550/arxiv.2508.13355 · pith_short_12: MUUWZO6ENRPM · pith_short_16: MUUWZO6ENRPMLFYF · pith_short_8: MUUWZO6E

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/MUUWZO6ENRPMLFYFYM2GFRTJDD \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 65296cbbc46c5ec59705c33462c66918cd62264d92cf4943e75f45a5dd024fef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bcbc1657c6e33bf86baecc6c5702e742682c04ff9a730211d7b7a51479e8e22",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-18T20:44:32Z",
    "title_canon_sha256": "77e7aaef105cb6323354804a9bc3678cf23ec551fafaef6b7a8f898089857f42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.13355",
    "kind": "arxiv",
    "version": 2
  }
}