Pith Number

pith:FB7NEVKH

pith:2024:FB7NEVKHIAIC7W47X6MFWT5ILN

not attested not anchored not stored refs pending

Evolutionary Reinforcement Learning: A Systematic Review and Future Directions

Fan Lin, Guorong Cai, Hong Chen, Lixin Zou, Pengcheng Wu, Yuanguo Lin

arxiv:2402.13296 v1 · 2024-02-20 · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FB7NEVKHIAIC7W47X6MFWT5ILN}

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	2026-07-05T07:47:30.138130Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

287ed2554740102fdb9fbf985b4fa85b5fd7667c5ad957281023303fe69c1f4c

Aliases

arxiv: 2402.13296 · arxiv_version: 2402.13296v1 · doi: 10.48550/arxiv.2402.13296 · pith_short_12: FB7NEVKHIAIC · pith_short_16: FB7NEVKHIAIC7W47 · pith_short_8: FB7NEVKH

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/FB7NEVKHIAIC7W47X6MFWT5ILN \
  | 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: 287ed2554740102fdb9fbf985b4fa85b5fd7667c5ad957281023303fe69c1f4c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80cb862930958f8eb526d0e81d553af6a2dfaf6bc95df69048c89a77f01d393c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2024-02-20T02:07:57Z",
    "title_canon_sha256": "7861aeae254d9e59900f4334b11264c6b7449444042949d6aa1115ea7a471d82"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13296",
    "kind": "arxiv",
    "version": 1
  }
}