Pith. sign in
Pith Number

pith:EPWIIK2W

pith:2025:EPWIIK2WIPX6NFEFGNJWI7DD7B
not attested not anchored not stored refs pending

Towards Understanding Extrapolation: a Causal Lens

Eric P. Xing, Guangyi Chen, Haoxuan Li, Kun Zhang, Lingjing Kong, Petar Stojanov

arxiv:2501.09163 v1 · 2025-01-15 · cs.LG · cs.AI · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{EPWIIK2WIPX6NFEFGNJWI7DD7B}

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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 2026-07-05T10:01:42.847327Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

23ec842b5643efe694853353647c63f86c34cb062f5cde8a7798211e29259772

Aliases

arxiv: 2501.09163 · arxiv_version: 2501.09163v1 · doi: 10.48550/arxiv.2501.09163 · pith_short_12: EPWIIK2WIPX6 · pith_short_16: EPWIIK2WIPX6NFEF · pith_short_8: EPWIIK2W
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/EPWIIK2WIPX6NFEFGNJWI7DD7B \
  | 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: 23ec842b5643efe694853353647c63f86c34cb062f5cde8a7798211e29259772
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "21b462ba1050907a022d2897a2336ccf567cffad48f414b6781712cd4894e714",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-15T21:29:29Z",
    "title_canon_sha256": "e33a2ecdb2e936646cfeae61b28892bc49d10e70eb8ed9c049638e41d7e66879"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.09163",
    "kind": "arxiv",
    "version": 1
  }
}