Pith Number

pith:LNHA45KB

pith:2017:LNHA45KBT24MF2PVMEOZRDCSPP

not attested not anchored not stored refs pending

Using stochastic computation graphs formalism for optimization of sequence-to-sequence model

Eugene Golikov, Maksim Kretov, Vlad Zhukov

arxiv:1711.07724 v2 · 2017-11-21 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LNHA45KBT24MF2PVMEOZRDCSPP}

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	2026-05-18T00:27:56.769012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b4e0e75419eb8c2e9f5611d988c527bd9f8cfade4f06a1298d842c7b6fa55d1

Aliases

arxiv: 1711.07724 · arxiv_version: 1711.07724v2 · doi: 10.48550/arxiv.1711.07724 · pith_short_12: LNHA45KBT24M · pith_short_16: LNHA45KBT24MF2PV · pith_short_8: LNHA45KB

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/LNHA45KBT24MF2PVMEOZRDCSPP \
  | 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: 5b4e0e75419eb8c2e9f5611d988c527bd9f8cfade4f06a1298d842c7b6fa55d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6e156d51837e9b8d0e6838f7da82b0ad880bb986f26ab8d5ce62d2818f906f5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-11-21T11:29:44Z",
    "title_canon_sha256": "612318d0edf45cab1ae295602d8e256f7c2a18351ef5cee04f2871f5ab074149"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1711.07724",
    "kind": "arxiv",
    "version": 2
  }
}