Pith Number

pith:MMYELEWY

pith:2023:MMYELEWYW5K35YGWPS3XBTSHQI

not attested not anchored not stored refs pending

Enhanced Generalization through Prioritization and Diversity in Self-Imitation Reinforcement Learning over Procedural Environments with Sparse Rewards

Alain Andres, Daochen Zha, Javier Del Ser

arxiv:2311.00426 v1 · 2023-11-01 · 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{MMYELEWYW5K35YGWPS3XBTSHQI}

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	2026-07-05T07:07:57.574238Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63304592d8b755bee0d67cb770ce47822b3be512a476ff3c7dae11e96fd59885

Aliases

arxiv: 2311.00426 · arxiv_version: 2311.00426v1 · doi: 10.48550/arxiv.2311.00426 · pith_short_12: MMYELEWYW5K3 · pith_short_16: MMYELEWYW5K35YGW · pith_short_8: MMYELEWY

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/MMYELEWYW5K35YGWPS3XBTSHQI \
  | 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: 63304592d8b755bee0d67cb770ce47822b3be512a476ff3c7dae11e96fd59885

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d18cc848552f499822c8f805014d030feaa80b89ce7881088466b0d960c6a31",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-01T10:40:46Z",
    "title_canon_sha256": "c58641b50b00525427c483c651672b38e57e453b26ba2dffe3711dce0aed60ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.00426",
    "kind": "arxiv",
    "version": 1
  }
}