Pith Number

pith:PARTMM2P

pith:2022:PARTMM2PPWT7TQPQNHOLEGWN4L

not attested not anchored not stored refs pending

SAGE: Generating Symbolic Goals for Myopic Models in Deep Reinforcement Learning

Andrew Chester, Fabio Zambetta, John Thangarajah, Michael Dann

arxiv:2203.05079 v1 · 2022-03-09 · 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{PARTMM2PPWT7TQPQNHOLEGWN4L}

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	2026-07-05T04:03:29.535836Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

782336334f7da7f9c1f069dcb21acde2d7dcbb84544e5fe0278b0aee892b488d

Aliases

arxiv: 2203.05079 · arxiv_version: 2203.05079v1 · doi: 10.48550/arxiv.2203.05079 · pith_short_12: PARTMM2PPWT7 · pith_short_16: PARTMM2PPWT7TQPQ · pith_short_8: PARTMM2P

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/PARTMM2PPWT7TQPQNHOLEGWN4L \
  | 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: 782336334f7da7f9c1f069dcb21acde2d7dcbb84544e5fe0278b0aee892b488d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c5ad56c06580e3182a86f79cabbb7238fd45514e2aba4201d6efb45357b911e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-09T22:55:53Z",
    "title_canon_sha256": "cffd6c9d5ebc34577a49b19db1432b0e824467bff348baaeca147ead0817717d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.05079",
    "kind": "arxiv",
    "version": 1
  }
}