Pith Number

pith:ARTRAOUR

pith:2019:ARTRAOURDCAUQK6CPZXT54LX3Z

not attested not anchored not stored refs pending

Maximum Likelihood with Bias-Corrected Calibration is Hard-To-Beat at Label Shift Adaptation

Amr Alexandari, Anshul Kundaje, Avanti Shrikumar

arxiv:1901.06852 v5 · 2019-01-21 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ARTRAOURDCAUQK6CPZXT54LX3Z}

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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

1 paper in Pith

The Statistical Cost of Adaptation in Multi-Source Transfer Learning

Receipt and verification

First computed	2026-07-05T01:13:52.229332Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0467103a911881482bc27e6f3ef177de623b6a80c8a9236ab9e1ed943b3b6f45

Aliases

arxiv: 1901.06852 · arxiv_version: 1901.06852v5 · doi: 10.48550/arxiv.1901.06852 · pith_short_12: ARTRAOURDCAU · pith_short_16: ARTRAOURDCAUQK6C · pith_short_8: ARTRAOUR

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/ARTRAOURDCAUQK6CPZXT54LX3Z \
  | 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: 0467103a911881482bc27e6f3ef177de623b6a80c8a9236ab9e1ed943b3b6f45

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3325ba83cbcd7bf30a7871e18254113da16a7af7e87203cba04bd7f9b1b349dd",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-21T10:05:24Z",
    "title_canon_sha256": "ccba905a7fa1fb5d84a671daee1a96942d5f3bb51fd0315a3e2940e680cf332b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.06852",
    "kind": "arxiv",
    "version": 5
  }
}