Pith Number

pith:QUZEHKJF

pith:2024:QUZEHKJFOW4XREBJU6NHTBZJLR

not attested not anchored not stored refs pending

Augmenting Replay in World Models for Continual Reinforcement Learning

Gideon Kowadlo, Levin Kuhlmann, Luke Yang

arxiv:2401.16650 v3 · 2024-01-30 · 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{QUZEHKJFOW4XREBJU6NHTBZJLR}

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.

Cited by

1 paper in Pith

ARROW: Augmented Replay for RObust World models

Receipt and verification

First computed	2026-07-05T08:44:11.695714Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

853243a92575b9789029a79a7987295c7137bb1047dc3941f0ce7544f4b1ebfe

Aliases

arxiv: 2401.16650 · arxiv_version: 2401.16650v3 · doi: 10.48550/arxiv.2401.16650 · pith_short_12: QUZEHKJFOW4X · pith_short_16: QUZEHKJFOW4XREBJ · pith_short_8: QUZEHKJF

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/QUZEHKJFOW4XREBJU6NHTBZJLR \
  | 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: 853243a92575b9789029a79a7987295c7137bb1047dc3941f0ce7544f4b1ebfe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2dc4ba64bdf61f1019abce9f3f68ab18cadaad9de9ec543baabacd6c645388e5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-30T00:48:26Z",
    "title_canon_sha256": "9785176195efe6f53f3eabc2a913266c7cb4a9aa14fb82774b507888053f1fa1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.16650",
    "kind": "arxiv",
    "version": 3
  }
}