Pith Number

pith:TPZDKWLE

pith:2022:TPZDKWLEIKI4FVKP72HTIHW6XK

not attested not anchored not stored refs pending

Amortized Inference for Causal Structure Learning

Andreas Krause, Bernhard Sch\"olkopf, Jonas Rothfuss, Lars Lorch, Scott Sussex

arxiv:2205.12934 v4 · 2022-05-25 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TPZDKWLEIKI4FVKP72HTIHW6XK}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

Unsupervised Causal Abstractions Discovery

Receipt and verification

First computed	2026-07-05T05:25:29.046262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9bf23559644291c2d54ffe8f341edeba98a0d09338d186aae3cc86034fdc8a6c

Aliases

arxiv: 2205.12934 · arxiv_version: 2205.12934v4 · doi: 10.48550/arxiv.2205.12934 · pith_short_12: TPZDKWLEIKI4 · pith_short_16: TPZDKWLEIKI4FVKP · pith_short_8: TPZDKWLE

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/TPZDKWLEIKI4FVKP72HTIHW6XK \
  | 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: 9bf23559644291c2d54ffe8f341edeba98a0d09338d186aae3cc86034fdc8a6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9fe472a901c95244dad06bff7b7618ab0eb8be2a43632554ceb9fd216c4d6308",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-25T17:37:08Z",
    "title_canon_sha256": "b345dc0cc49bb63523473b8b4d0fba45e2f671e201775605f638829bd130f93f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.12934",
    "kind": "arxiv",
    "version": 4
  }
}