Pith Number

pith:VPAL4MHR

pith:2023:VPAL4MHRIY2VF4I64H245NJDOK

not attested not anchored not stored refs pending

Using Offline Data to Speed Up Reinforcement Learning in Procedurally Generated Environments

Alain Andres, Javier Del Ser, Lukas Sch\"afer, Stefano V.Albrecht

arxiv:2304.09825 v2 · 2023-04-18 · 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{VPAL4MHRIY2VF4I64H245NJDOK}

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	2026-07-05T09:45:38.295763Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

abc0be30f1463552f11ee1f5ceb52372ba05f496e66898ae5fb2532ebca5c3b3

Aliases

arxiv: 2304.09825 · arxiv_version: 2304.09825v2 · doi: 10.48550/arxiv.2304.09825 · pith_short_12: VPAL4MHRIY2V · pith_short_16: VPAL4MHRIY2VF4I6 · pith_short_8: VPAL4MHR

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/VPAL4MHRIY2VF4I64H245NJDOK \
  | 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: abc0be30f1463552f11ee1f5ceb52372ba05f496e66898ae5fb2532ebca5c3b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a66b882c941dd2af1a5bfca0483c5f4572ecfcba28ef9d2fd991c815e497a55",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-18T16:23:15Z",
    "title_canon_sha256": "37259afb537e8cb905d8b920be23fd774afa1a20652ea4943bb566cf4bb41acb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.09825",
    "kind": "arxiv",
    "version": 2
  }
}