Pith Number

pith:CUBOGJEZ

pith:2022:CUBOGJEZCYUFYTDH67YVFD5RAZ

not attested not anchored not stored refs pending

Investigating Generalization by Controlling Normalized Margin

Alexander R. Farhang, Jeremy Bernstein, Kushal Tirumala, Yang Liu, Yisong Yue

arxiv:2205.03940 v3 · 2022-05-08 · 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{CUBOGJEZCYUFYTDH67YVFD5RAZ}

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	2026-07-05T04:59:22.893090Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1502e3249916285c4c67f7f1528fb10647a9407f92f5b7258eea72e5def678a9

Aliases

arxiv: 2205.03940 · arxiv_version: 2205.03940v3 · doi: 10.48550/arxiv.2205.03940 · pith_short_12: CUBOGJEZCYUF · pith_short_16: CUBOGJEZCYUFYTDH · pith_short_8: CUBOGJEZ

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/CUBOGJEZCYUFYTDH67YVFD5RAZ \
  | 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: 1502e3249916285c4c67f7f1528fb10647a9407f92f5b7258eea72e5def678a9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "928c8bd98193c01f802a6efeb6ddd915a63434537118c4e5ba5a9c69d5d4c43c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-08T19:26:53Z",
    "title_canon_sha256": "05cc9d44a8799f4c0d94394c08d93eb4b5c6b31438c2e57a1ef4dcc42754f6c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.03940",
    "kind": "arxiv",
    "version": 3
  }
}