Pith Number

pith:NZ223MTR

pith:2017:NZ223MTRZILYV2PRXYVK7OIWTL

not attested not anchored not stored refs pending

On the Discrimination-Generalization Tradeoff in GANs

Dengyong Zhou, Pengchuan Zhang, Qiang Liu, Tao Xu, Xiaodong He

arxiv:1711.02771 v2 · 2017-11-07 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NZ223MTRZILYV2PRXYVK7OIWTL}

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	2026-05-18T00:22:39.241908Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e75adb271ca178ae9f1be2aafb9169afdee7520ded27bc117ce90982adfad88

Aliases

arxiv: 1711.02771 · arxiv_version: 1711.02771v2 · doi: 10.48550/arxiv.1711.02771 · pith_short_12: NZ223MTRZILY · pith_short_16: NZ223MTRZILYV2PR · pith_short_8: NZ223MTR

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/NZ223MTRZILYV2PRXYVK7OIWTL \
  | 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: 6e75adb271ca178ae9f1be2aafb9169afdee7520ded27bc117ce90982adfad88

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2068d776b8d1bc752f0a648b02cd3134c80767b6ae995fc18480cc44ffd10046",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-11-07T23:45:20Z",
    "title_canon_sha256": "516bc19ace78098bd90b549544e2a9da2bed70f990085289f41001937d8ccb94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1711.02771",
    "kind": "arxiv",
    "version": 2
  }
}