Pith. sign in
Pith Number

pith:CR4V3NUK

pith:2018:CR4V3NUK7F2WUJAPRXPB7TI2BG
not attested not anchored not stored refs pending

A Survey of Learning Causality with Data: Problems and Methods

Huan Liu, Jundong Li, Lu Cheng, P. Richard Hahn, Ruocheng Guo

arxiv:1809.09337 v4 · 2018-09-25 · cs.AI · stat.ME

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CR4V3NUK7F2WUJAPRXPB7TI2BG}

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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.
Receipt and verification
First computed 2026-07-05T01:00:11.318366Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

14795db68af9756a240f8dde1fcd1a098b9827151774c42e3767127090f48298

Aliases

arxiv: 1809.09337 · arxiv_version: 1809.09337v4 · doi: 10.48550/arxiv.1809.09337 · pith_short_12: CR4V3NUK7F2W · pith_short_16: CR4V3NUK7F2WUJAP · pith_short_8: CR4V3NUK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CR4V3NUK7F2WUJAPRXPB7TI2BG \
  | 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: 14795db68af9756a240f8dde1fcd1a098b9827151774c42e3767127090f48298
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4e98994d4cd53ba7e550accfaea7d1974ea2bc29cc5ce80366d67b7733421e77",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-09-25T06:33:18Z",
    "title_canon_sha256": "6675eeeca18fc0e4dd40c5767ca1dce03a2096698178d5733689bafb1c13c091"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.09337",
    "kind": "arxiv",
    "version": 4
  }
}