Pith Number

pith:QG3TS4SB

pith:2021:QG3TS4SBE4SZOXHPTBKAOOWHHL

not attested not anchored not stored refs pending

Revisiting the Calibration of Modern Neural Networks

Dustin Tran, Frances Hubis, Josip Djolonga, Mario Lucic, Matthias Minderer, Neil Houlsby, Rob Romijnders, Xiaohua Zhai

arxiv:2106.07998 v2 · 2021-06-15 · cs.LG · cs.CV

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\usepackage{pith}
\pithnumber{QG3TS4SBE4SZOXHPTBKAOOWHHL}

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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

6 papers in Pith

Toward Calibrated, Fair, and accurate Deepfake Detection

Diversity in Large Language Models under Supervised Fine-Tuning

Prior-Aligned Data Cleaning for Tabular Foundation Models

Unsupervised Confidence Calibration for Reasoning LLMs from a Single Generation

Receipt and verification

First computed	2026-07-05T03:25:32.206328Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81b73972412725975cef9854073ac73afc077c1a5fa2b4c004e5df9bf4b1bf61

Aliases

arxiv: 2106.07998 · arxiv_version: 2106.07998v2 · doi: 10.48550/arxiv.2106.07998 · pith_short_12: QG3TS4SBE4SZ · pith_short_16: QG3TS4SBE4SZOXHP · pith_short_8: QG3TS4SB

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/QG3TS4SBE4SZOXHPTBKAOOWHHL \
  | 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: 81b73972412725975cef9854073ac73afc077c1a5fa2b4c004e5df9bf4b1bf61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4167c0a35f6bd617d968603ff3dbd381d6d5a9c4f00e7f7663cc2e49ddf79b4b",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-15T09:24:43Z",
    "title_canon_sha256": "843e087ac9042d19fa1f570f8ff8170d04396f33153af26c23510ca86cc53b07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.07998",
    "kind": "arxiv",
    "version": 2
  }
}