Pith Number

pith:ISGJ5ZH6

pith:2025:ISGJ5ZH6L6FBAWPLQQL66K6B3B

not attested not anchored not stored refs pending

MCNet: Monotonic Calibration Networks for Expressive Uncertainty Calibration in Online Advertising

Chengxiao Luo, Jiaren Xiao, Jieming Zhu, Quanyu Dai, Xiao-Ming Wu, Zhaocheng Du, Zhenhua Dong

arxiv:2503.00334 v1 · 2025-03-01 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ISGJ5ZH6L6FBAWPLQQL66K6B3B}

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.

Receipt and verification

First computed	2026-07-05T10:22:20.888649Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

448c9ee4fe5f8a1059eb8417ef2bc1d85b1b7fc185ccfe375f23810e3f689e1c

Aliases

arxiv: 2503.00334 · arxiv_version: 2503.00334v1 · doi: 10.48550/arxiv.2503.00334 · pith_short_12: ISGJ5ZH6L6FB · pith_short_16: ISGJ5ZH6L6FBAWPL · pith_short_8: ISGJ5ZH6

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/ISGJ5ZH6L6FBAWPLQQL66K6B3B \
  | 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: 448c9ee4fe5f8a1059eb8417ef2bc1d85b1b7fc185ccfe375f23810e3f689e1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d95f9ba5f4fef9e55bf81dd35a1c69e46310189e87a5b1be384e445990481b0",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-01T03:54:58Z",
    "title_canon_sha256": "2c4e4c4c7e1d13ccd906163dcbc32d71d2a941a67eed9f75c58b54894d170470"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.00334",
    "kind": "arxiv",
    "version": 1
  }
}