Pith Number

pith:JTFWTPXK

pith:2023:JTFWTPXKIZBOVDEFZEXBOPS6XY

not attested not anchored not stored refs pending

ESD: Expected Squared Difference as a Tuning-Free Trainable Calibration Measure

Chang D. Yoo, Eunseop Yoon, Gwangsu Kim, Hee Suk Yoon, Joshua Tian Jin Tee, Sunjae Yoon, Yingzhen Li

arxiv:2303.02472 v2 · 2023-03-04 · cs.LG · cs.AI · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JTFWTPXKIZBOVDEFZEXBOPS6XY}

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.

Cited by

1 paper in Pith

Foundations of Reliable Inference: Reliability-Efficiency Co-Design

Receipt and verification

First computed	2026-07-05T07:34:46.963196Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4ccb69beea4642ea8c85c92e173e5ebe39173224b8b80bab7b47b38b03f5b057

Aliases

arxiv: 2303.02472 · arxiv_version: 2303.02472v2 · doi: 10.48550/arxiv.2303.02472 · pith_short_12: JTFWTPXKIZBO · pith_short_16: JTFWTPXKIZBOVDEF · pith_short_8: JTFWTPXK

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/JTFWTPXKIZBOVDEFZEXBOPS6XY \
  | 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: 4ccb69beea4642ea8c85c92e173e5ebe39173224b8b80bab7b47b38b03f5b057

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19dd4d896172f8dfb66afeef716ab04283a68787f8d39a4ee8048b2ed7200523",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-04T18:06:36Z",
    "title_canon_sha256": "59734348d64ceb2a6c8d4ed3dee6e758c86e51f1f9d603d6463208692c670875"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.02472",
    "kind": "arxiv",
    "version": 2
  }
}