Pith Number

pith:HL2GRBAU

pith:2022:HL2GRBAUZUZB4P7LQ4ZXNMZYCM

not attested not anchored not stored refs pending

R5: Rule Discovery with Reinforced and Recurrent Relational Reasoning

Bang Liu, Di Niu, Keith G. Mills, Shangling Jui, Shengyao Lu

arxiv:2205.06454 v1 · 2022-05-13 · 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{HL2GRBAUZUZB4P7LQ4ZXNMZYCM}

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	2026-07-05T04:22:58.073292Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3af4688414cd321e3feb873376b3381323a296d9085fc047c0e57894319f2bf1

Aliases

arxiv: 2205.06454 · arxiv_version: 2205.06454v1 · doi: 10.48550/arxiv.2205.06454 · pith_short_12: HL2GRBAUZUZB · pith_short_16: HL2GRBAUZUZB4P7L · pith_short_8: HL2GRBAU

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/HL2GRBAUZUZB4P7LQ4ZXNMZYCM \
  | 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: 3af4688414cd321e3feb873376b3381323a296d9085fc047c0e57894319f2bf1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69a6deb63afd325584f2c10e869479b5ccee746f7681cd614da26b19563b683a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-05-13T05:53:32Z",
    "title_canon_sha256": "bfe48c9cee3c95b59261f3438bf477fda26c3a17abeb41c66dbfe36d7074d2ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.06454",
    "kind": "arxiv",
    "version": 1
  }
}