Pith Number

pith:VGAQ3FKC

pith:2022:VGAQ3FKCPB4XEICBGLCHOLP6KR

not attested not anchored not stored refs pending

Hyperparameter Optimization of Generative Adversarial Network Models for High-Energy Physics Simulations

Juliane Mueller, Vincent Dumont, Xiangyang Ju

arxiv:2208.07715 v2 · 2022-08-12 · hep-ex · cs.LG · physics.comp-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VGAQ3FKCPB4XEICBGLCHOLP6KR}

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	2026-07-05T05:27:59.611178Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9810d9542787972204132c4772dfe5461ef0b821c85b1dbd992e382d676e644

Aliases

arxiv: 2208.07715 · arxiv_version: 2208.07715v2 · doi: 10.48550/arxiv.2208.07715 · pith_short_12: VGAQ3FKCPB4X · pith_short_16: VGAQ3FKCPB4XEICB · pith_short_8: VGAQ3FKC

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/VGAQ3FKCPB4XEICBGLCHOLP6KR \
  | 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: a9810d9542787972204132c4772dfe5461ef0b821c85b1dbd992e382d676e644

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f886f7d51f6fb11c9fbb488af69bebe058577f550464f7dc03cfbf4d21eb3b62",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.comp-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "hep-ex",
    "submitted_at": "2022-08-12T20:39:57Z",
    "title_canon_sha256": "0fb0bd3ae55648ae11e08662e689ca59daf4f8428248b526b19f7cb45c1137ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.07715",
    "kind": "arxiv",
    "version": 2
  }
}