Pith Number

pith:DDNG6GKI

pith:2021:DDNG6GKIA7MFOHIJW3S4CNZEPW

not attested not anchored not stored refs pending

Generalizing Neural Networks by Reflecting Deviating Data in Production

Changsheng Sun, David S. Rosenblum, Ivan Beschastnikh, Jin Song Dong, Yan Xiao, Yun Lin

arxiv:2110.02718 v1 · 2021-10-06 · 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{DDNG6GKIA7MFOHIJW3S4CNZEPW}

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	2026-07-05T03:20:29.362939Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18da6f194807d8571d09b6e5c137247db7debb997bcc4f809545fa6e38a39930

Aliases

arxiv: 2110.02718 · arxiv_version: 2110.02718v1 · doi: 10.48550/arxiv.2110.02718 · pith_short_12: DDNG6GKIA7MF · pith_short_16: DDNG6GKIA7MFOHIJ · pith_short_8: DDNG6GKI

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/DDNG6GKIA7MFOHIJW3S4CNZEPW \
  | 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: 18da6f194807d8571d09b6e5c137247db7debb997bcc4f809545fa6e38a39930

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f07dacb49af03a575d8842f1a7f5f0b2cc9ef1b03ad544b5517c389234fdfa91",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-06T13:05:45Z",
    "title_canon_sha256": "7eb3b04a131c99c4ce061f5c45c9c8bd56d2542b4e3563070bc9ab1d07f2d529"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.02718",
    "kind": "arxiv",
    "version": 1
  }
}