Pith Number

pith:GAUGXJTF

pith:2022:GAUGXJTFFNNH64FUKERKVU2OKY

not attested not anchored not stored refs pending

Generalization Analysis on Learning with a Concurrent Verifier

Kengo Nakamura, Masaaki Nishino, Norihito Yasuda

arxiv:2210.05331 v1 · 2022-10-11 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GAUGXJTFFNNH64FUKERKVU2OKY}

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	2026-07-05T05:05:15.530456Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

30286ba6652b5a7f70b45122aad34e560b823e0d0ec78bd2be2c4ad9ff25addc

Aliases

arxiv: 2210.05331 · arxiv_version: 2210.05331v1 · doi: 10.48550/arxiv.2210.05331 · pith_short_12: GAUGXJTFFNNH · pith_short_16: GAUGXJTFFNNH64FU · pith_short_8: GAUGXJTF

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/GAUGXJTFFNNH64FUKERKVU2OKY \
  | 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: 30286ba6652b5a7f70b45122aad34e560b823e0d0ec78bd2be2c4ad9ff25addc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25ded10d50f7d299007b4ba28f1f749454fce2091d727d0ae210437bcee8d21b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-11T10:51:55Z",
    "title_canon_sha256": "386e555aeb582757235761f1e45eaf543ec6cd250a6c41d644a66c8f397f2e77"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.05331",
    "kind": "arxiv",
    "version": 1
  }
}