Pith Number

pith:RPK6OEUS

pith:2025:RPK6OEUSGH6UBJGRJ4VB2LHOPU

not attested not anchored not stored refs pending

Causality in the human niche: lessons for machine learning

Konrad P. Kording, Richard D. Lange

arxiv:2506.13803 v1 · 2025-06-13 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RPK6OEUSGH6UBJGRJ4VB2LHOPU}

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

Causal Process Models: Reframing Dynamic Causal Graph Discovery as a Reinforcement Learning Problem

Receipt and verification

First computed	2026-07-05T11:22:43.655972Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8bd5e7129231fd40a4d14f2a1d2cee7d33e6b1665a66362edb7d75675b0a1052

Aliases

arxiv: 2506.13803 · arxiv_version: 2506.13803v1 · doi: 10.48550/arxiv.2506.13803 · pith_short_12: RPK6OEUSGH6U · pith_short_16: RPK6OEUSGH6UBJGR · pith_short_8: RPK6OEUS

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/RPK6OEUSGH6UBJGRJ4VB2LHOPU \
  | 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: 8bd5e7129231fd40a4d14f2a1d2cee7d33e6b1665a66362edb7d75675b0a1052

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e296be23fee9e3f6d1dbbd1c6340c7047fd36258cd9c0ede63e7069c2f7b5c2",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-06-13T14:13:52Z",
    "title_canon_sha256": "4da2d0bc7fad6756508cf1b699da1a1b9dc88d8e22a33aead239881b67b2cbab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.13803",
    "kind": "arxiv",
    "version": 1
  }
}