Pith Number

pith:DZWNUP4J

pith:2022:DZWNUP4JNJQGLEVWKJFXVOTH4I

not attested not anchored not stored refs pending

On the Importance of Calibration in Semi-supervised Learning

Akash Srivastava, Charlotte Loh, Leonid Karlinsky, Ligong Han, Marin Soljacic, Rumen Dangovski, Seungwook Han, Shivchander Sudalairaj

arxiv:2210.04783 v1 · 2022-10-10 · cs.LG · cs.CV · physics.app-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DZWNUP4JNJQGLEVWKJFXVOTH4I}

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	2026-07-05T05:04:56.647186Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e6cda3f896a606592b6524b7aba67e20c13c63b93f6a75a9a7678bee76a89fb

Aliases

arxiv: 2210.04783 · arxiv_version: 2210.04783v1 · doi: 10.48550/arxiv.2210.04783 · pith_short_12: DZWNUP4JNJQG · pith_short_16: DZWNUP4JNJQGLEVW · pith_short_8: DZWNUP4J

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/DZWNUP4JNJQGLEVWKJFXVOTH4I \
  | 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: 1e6cda3f896a606592b6524b7aba67e20c13c63b93f6a75a9a7678bee76a89fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "da2028963f3ea842017e0330ed0d83fde9ccf7c32d6b7e4a38d656a159b5bba9",
    "cross_cats_sorted": [
      "cs.CV",
      "physics.app-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-10T15:41:44Z",
    "title_canon_sha256": "d8aefa37fdc3f143b831a289c1232ed775c927c57bccb853391693e04f778168"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.04783",
    "kind": "arxiv",
    "version": 1
  }
}