Pith Number

pith:ELTBHBPZ

pith:2021:ELTBHBPZ3EHPX5CWMUHOVDWE3F

not attested not anchored not stored refs pending

Flexible Option Learning

Doina Precup, Martin Klissarov

arxiv:2112.03097 v1 · 2021-12-06 · 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{ELTBHBPZ3EHPX5CWMUHOVDWE3F}

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

Temporally Extended Mixture-of-Experts Models

Receipt and verification

First computed	2026-07-05T03:38:01.915441Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

22e61385f9d90efbf456650eea8ec4d95d3e31f5f1de03fa6cbe63450e0cee99

Aliases

arxiv: 2112.03097 · arxiv_version: 2112.03097v1 · doi: 10.48550/arxiv.2112.03097 · pith_short_12: ELTBHBPZ3EHP · pith_short_16: ELTBHBPZ3EHPX5CW · pith_short_8: ELTBHBPZ

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/ELTBHBPZ3EHPX5CWMUHOVDWE3F \
  | 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: 22e61385f9d90efbf456650eea8ec4d95d3e31f5f1de03fa6cbe63450e0cee99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a83bba8629ef6bc12b3fc31e464c5c7fab52ee73af8951f23985e5e8f3f9a54c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-06T15:07:48Z",
    "title_canon_sha256": "7d19365a30fc4fdf2ba3c210758d843c673cbcb4b75f047dc781ebe24e1c0fd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.03097",
    "kind": "arxiv",
    "version": 1
  }
}