Pith. sign in
Pith Number

pith:EIVPTLLX

pith:2023:EIVPTLLXCLMKYE5ZMBLIXV73RW
not attested not anchored not stored refs pending

Advancements in Generative AI: A Comprehensive Review of GANs, GPT, Autoencoders, Diffusion Model, and Transformers

Hoda El-Sayed, John Irungu, Md Kamruzzaman Sarker, Staphord Bengesi, Timothy Oladunni, Yao Houkpati

arxiv:2311.10242 v2 · 2023-11-17 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{EIVPTLLXCLMKYE5ZMBLIXV73RW}

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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T08:16:23.614041Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

222af9ad7712d8ac13b960568bd7fb8db25bc9b1b66fd95be5aef7f0a05a82fd

Aliases

arxiv: 2311.10242 · arxiv_version: 2311.10242v2 · doi: 10.48550/arxiv.2311.10242 · pith_short_12: EIVPTLLXCLMK · pith_short_16: EIVPTLLXCLMKYE5Z · pith_short_8: EIVPTLLX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/EIVPTLLXCLMKYE5ZMBLIXV73RW \
  | 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: 222af9ad7712d8ac13b960568bd7fb8db25bc9b1b66fd95be5aef7f0a05a82fd
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "da50377f4e4966a0eb7d66453f4956cf02b5c8e38cba321d9803aaafd8474697",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-17T00:08:19Z",
    "title_canon_sha256": "bdcec291143bcfc920d353f5a71b7d05855b090b7a00b9a0c106fa17f3e781f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.10242",
    "kind": "arxiv",
    "version": 2
  }
}