Pith Number

pith:433M6NYS

pith:2023:433M6NYSDQL3CUBFTO5Y6UJ2HT

not attested not anchored not stored refs pending

The Role of Diverse Replay for Generalisation in Reinforcement Learning

Matthijs T.J. Spaan, Max Weltevrede, Wendelin B\"ohmer

arxiv:2306.05727 v2 · 2023-06-09 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{433M6NYSDQL3CUBFTO5Y6UJ2HT}

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	2026-07-05T06:46:33.156070Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e6f6cf37121c17b150259bbb8f513a3cc7f288bbc917db1c82751a141bc723d5

Aliases

arxiv: 2306.05727 · arxiv_version: 2306.05727v2 · doi: 10.48550/arxiv.2306.05727 · pith_short_12: 433M6NYSDQL3 · pith_short_16: 433M6NYSDQL3CUBF · pith_short_8: 433M6NYS

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/433M6NYSDQL3CUBFTO5Y6UJ2HT \
  | 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: e6f6cf37121c17b150259bbb8f513a3cc7f288bbc917db1c82751a141bc723d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c28bb2d76ed9938593b3b89325166770fd0edc6946930f3cb9cc4b7c85ac401d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-09T07:48:36Z",
    "title_canon_sha256": "1de43987b510ed05655e7766af53082831cbdc915baf4d3430a5edfa1f2a0a55"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.05727",
    "kind": "arxiv",
    "version": 2
  }
}