Pith Number

pith:A5VLCEPG

pith:2022:A5VLCEPGHGZASAOOM4DD3ADIWV

not attested not anchored not stored refs pending

A Unified Framework for Alternating Offline Model Training and Policy Learning

Mingyuan Zhou, Shentao Yang, Shujian Zhang, Yihao Feng

arxiv:2210.05922 v1 · 2022-10-12 · 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{A5VLCEPGHGZASAOOM4DD3ADIWV}

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	2026-07-05T05:05:54.401611Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

076ab111e639b20901ce67063d8068b57258d177fd1c54ddc37ff69c6a7b15bc

Aliases

arxiv: 2210.05922 · arxiv_version: 2210.05922v1 · doi: 10.48550/arxiv.2210.05922 · pith_short_12: A5VLCEPGHGZA · pith_short_16: A5VLCEPGHGZASAOO · pith_short_8: A5VLCEPG

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/A5VLCEPGHGZASAOOM4DD3ADIWV \
  | 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: 076ab111e639b20901ce67063d8068b57258d177fd1c54ddc37ff69c6a7b15bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "331522e4c3f1b5d262478313cdcc68bb07ee23c35855b89ac08eefe28e260f7f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-12T04:58:51Z",
    "title_canon_sha256": "e92862ca055c3763742f0618f2a4ecc90b28225c821f602aadd34c9717cc698f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.05922",
    "kind": "arxiv",
    "version": 1
  }
}