Pith Number

pith:WBCDH5NP

pith:2023:WBCDH5NP56S2ZRYSWSE2FREJJW

not attested not anchored not stored refs pending

Loss Minimization Yields Multicalibration for Large Neural Networks

Adam Tauman Kalai, Jaros{\l}aw B{\l}asiok, Lunjia Hu, Parikshit Gopalan, Preetum Nakkiran

arxiv:2304.09424 v2 · 2023-04-19 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{WBCDH5NP56S2ZRYSWSE2FREJJW}

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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

Discretization-free Multicalibration through Loss Minimization over Tree Ensembles

Receipt and verification

First computed	2026-07-05T07:21:41.411055Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b04433f5afefa5acc712b489a2c4894da4d8e72c3fb783dca8599d44049fedae

Aliases

arxiv: 2304.09424 · arxiv_version: 2304.09424v2 · doi: 10.48550/arxiv.2304.09424 · pith_short_12: WBCDH5NP56S2 · pith_short_16: WBCDH5NP56S2ZRYS · pith_short_8: WBCDH5NP

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/WBCDH5NP56S2ZRYSWSE2FREJJW \
  | 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: b04433f5afefa5acc712b489a2c4894da4d8e72c3fb783dca8599d44049fedae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ab306a011797026ab7e693f58ac3876456ea824866a0cf4e4b7a1c582f84c8f",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-19T05:16:20Z",
    "title_canon_sha256": "4434de8412c35baad95e446434ddac3c6d4a4691db41aafc69e31fc7c7093cac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.09424",
    "kind": "arxiv",
    "version": 2
  }
}