The reviewed record of science sign in
Pith
Pith Number

pith:JSHSQAJ6

pith:2021:JSHSQAJ6FENOQBNIZV47W3QV5I
not attested not anchored not stored refs pending

On Characterizing GAN Convergence Through Proximal Duality Gap

Aroof Aimen, Narayanan C. Krishnan, Sahil Sidheekh

arxiv:2105.04801 v2 · 2021-05-11 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JSHSQAJ6FENOQBNIZV47W3QV5I}

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 2026-07-05T02:56:58.136242Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4c8f28013e291ae805a8cd79fb6e15ea1254825806532912afe7a0a2f58e8cac

Aliases

arxiv: 2105.04801 · arxiv_version: 2105.04801v2 · doi: 10.48550/arxiv.2105.04801 · pith_short_12: JSHSQAJ6FENO · pith_short_16: JSHSQAJ6FENOQBNI · pith_short_8: JSHSQAJ6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JSHSQAJ6FENOQBNIZV47W3QV5I \
  | 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: 4c8f28013e291ae805a8cd79fb6e15ea1254825806532912afe7a0a2f58e8cac
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "501fe8bd1b94ad630a1ba00f8f5aa5bef6cb39d3bce30f63a2be0983830f9196",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-11T06:27:27Z",
    "title_canon_sha256": "f48d4586b3ea99686ea0ef02c4cbf751e4f38af0b64d2eac48ca816b344f2792"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.04801",
    "kind": "arxiv",
    "version": 2
  }
}