Pith Number

pith:MT4XAVNL

pith:2025:MT4XAVNLYOA6JVDVEUZCY57REC

not attested not anchored not stored refs pending

Test-time augmentation improves efficiency in conformal prediction

Divya Shanmugam, Helen Lu, John Guttag, Swami Sankaranarayanan

arxiv:2505.22764 v1 · 2025-05-28 · cs.LG · 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{MT4XAVNLYOA6JVDVEUZCY57REC}

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	2026-07-05T11:11:49.752722Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64f97055abc381e4d47525322c77f120b3b21e7d725649c757f4e2e24e4bfc1a

Aliases

arxiv: 2505.22764 · arxiv_version: 2505.22764v1 · doi: 10.48550/arxiv.2505.22764 · pith_short_12: MT4XAVNLYOA6 · pith_short_16: MT4XAVNLYOA6JVDV · pith_short_8: MT4XAVNL

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/MT4XAVNLYOA6JVDVEUZCY57REC \
  | 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: 64f97055abc381e4d47525322c77f120b3b21e7d725649c757f4e2e24e4bfc1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "177b70e39d48964415b7d0b4914b73a514f633b21253aa2a5bb484fb7af04466",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-28T18:29:31Z",
    "title_canon_sha256": "d268df996a82079bcbf6513bbc34899b4343c41d33be1e051ea584de44476173"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22764",
    "kind": "arxiv",
    "version": 1
  }
}