Pith Number

pith:LLJBKHIZ

pith:2019:LLJBKHIZDTY4ZECYYBRQUNLXZT

not attested not anchored not stored refs pending

How do Mixture Density RNNs Predict the Future?

Charles Patrick Martin, Jim Torresen, Kai Olav Ellefsen

arxiv:1901.07859 v1 · 2019-01-23 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LLJBKHIZDTY4ZECYYBRQUNLXZT}

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	2026-05-17T23:55:39.595134Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ad2151d191cf1cc9058c0630a3577ccfaf2efc42b69de9781fc132056d9a1a8

Aliases

arxiv: 1901.07859 · arxiv_version: 1901.07859v1 · doi: 10.48550/arxiv.1901.07859 · pith_short_12: LLJBKHIZDTY4 · pith_short_16: LLJBKHIZDTY4ZECY · pith_short_8: LLJBKHIZ

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/LLJBKHIZDTY4ZECYYBRQUNLXZT \
  | 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: 5ad2151d191cf1cc9058c0630a3577ccfaf2efc42b69de9781fc132056d9a1a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4cfdd67b6f47b66fbc58fdfb625d5f3a90e4febdb08f2316a7417fdec3f8324d",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-23T13:06:09Z",
    "title_canon_sha256": "8b1234a9cd474dc0d503e88fc970b9111135109c81fb3168b5aa2752e336208e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.07859",
    "kind": "arxiv",
    "version": 1
  }
}