Pith Number

pith:UBGH4DG6

pith:2021:UBGH4DG6IO2RWKQHG3SVKDENZX

not attested not anchored not stored refs pending

Interpretable Model-based Hierarchical Reinforcement Learning using Inductive Logic Programming

Duo Xu, Faramarz Fekri

arxiv:2106.11417 v1 · 2021-06-21 · 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{UBGH4DG6IO2RWKQHG3SVKDENZX}

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

A Survey of Reinforcement Learning for Optimization in Automation

Receipt and verification

First computed	2026-07-05T02:51:29.083048Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a04c7e0cde43b51b2a0736e5550c8dcddfbb653d2c1f6f8f319be980224ab8a5

Aliases

arxiv: 2106.11417 · arxiv_version: 2106.11417v1 · doi: 10.48550/arxiv.2106.11417 · pith_short_12: UBGH4DG6IO2R · pith_short_16: UBGH4DG6IO2RWKQH · pith_short_8: UBGH4DG6

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/UBGH4DG6IO2RWKQHG3SVKDENZX \
  | 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: a04c7e0cde43b51b2a0736e5550c8dcddfbb653d2c1f6f8f319be980224ab8a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "33e64f577d7c32856fc7533646d499477be72caa515187e4c837a30a4621b0c1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-21T21:30:08Z",
    "title_canon_sha256": "d81cfaac49e9d541c232070f6e9d0cbc5586ddf9fd08f8c69f9f5788f1abca32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.11417",
    "kind": "arxiv",
    "version": 1
  }
}