Pith Number

pith:PQLQNIFD

pith:2026:PQLQNIFDS4NYRORF5TEC2CFGU7

not attested not anchored not stored refs pending

Active Offline-to-Online Reinforcement Learning

Alper Kamil Bozkurt, Shangtong Zhang, Yuichi Motai

arxiv:2607.11720 v1 · 2026-07-13 · 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{PQLQNIFDS4NYRORF5TEC2CFGU7}

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	2026-07-14T02:22:20.718258Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c1706a0a3971b88ba25ecc82d08a6a7e8822aba362735cb947a7a5107de48ff

Aliases

arxiv: 2607.11720 · arxiv_version: 2607.11720v1 · doi: 10.48550/arxiv.2607.11720 · pith_short_12: PQLQNIFDS4NY · pith_short_16: PQLQNIFDS4NYRORF · pith_short_8: PQLQNIFD

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/PQLQNIFDS4NYRORF5TEC2CFGU7 \
  | 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: 7c1706a0a3971b88ba25ecc82d08a6a7e8822aba362735cb947a7a5107de48ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5494fddd299e7d7dafca8953ceff7a93582f1f629e368ed8c2dd5fe77d7c1bd5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-13T15:46:11Z",
    "title_canon_sha256": "3d2c2eaa326fa6c1e94fa01badd512b6b74ecc9f3ebd7dfff721c0a34820f45f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.11720",
    "kind": "arxiv",
    "version": 1
  }
}