Pith Number

pith:S2JMRVN4

pith:2016:S2JMRVN4LGAOARV3M3AEYVS5WF

not attested not anchored not stored refs pending

SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient

Jun Wang, Lantao Yu, Weinan Zhang, Yong Yu

arxiv:1609.05473 v6 · 2016-09-18 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S2JMRVN4LGAOARV3M3AEYVS5WF}

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

Classical Music Prediction and Composition by means of Variational Autoencoders

Receipt and verification

First computed	2026-05-18T00:36:43.755844Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9692c8d5bc5980e046bb66c04c565db17a1c0ba8da48d2966d0395657a86595e

Aliases

arxiv: 1609.05473 · arxiv_version: 1609.05473v6 · doi: 10.48550/arxiv.1609.05473 · pith_short_12: S2JMRVN4LGAO · pith_short_16: S2JMRVN4LGAOARV3 · pith_short_8: S2JMRVN4

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/S2JMRVN4LGAOARV3M3AEYVS5WF \
  | 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: 9692c8d5bc5980e046bb66c04c565db17a1c0ba8da48d2966d0395657a86595e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "65e132f008015251dfbab634a966a2bf3dadbf72dcca2cdb8038ceee4467a69d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-09-18T11:42:23Z",
    "title_canon_sha256": "776934433c9ac53ebfaa7a7ac1ef4c9940b6a5df5e065ef3505585ff584548f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1609.05473",
    "kind": "arxiv",
    "version": 6
  }
}