Pith Number

pith:IRAVN6QU

pith:2022:IRAVN6QUKXN6B46UNTENPSMWWT

not attested not anchored not stored refs pending

Flow to Control: Offline Reinforcement Learning with Lossless Primitive Discovery

Chongjie Zhang, Hao Hu, Jun Yang, Qianchuan Zhao, Siyuan Li, Wenzhe Li, Yiqin Yang

arxiv:2212.01105 v1 · 2022-12-02 · 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{IRAVN6QUKXN6B46UNTENPSMWWT}

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	2026-07-05T05:21:49.599846Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

444156fa1455dbe0f3d46cc8d7c996b4dfb409bc4acd82a9fd61cf82443d2909

Aliases

arxiv: 2212.01105 · arxiv_version: 2212.01105v1 · doi: 10.48550/arxiv.2212.01105 · pith_short_12: IRAVN6QUKXN6 · pith_short_16: IRAVN6QUKXN6B46U · pith_short_8: IRAVN6QU

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/IRAVN6QUKXN6B46UNTENPSMWWT \
  | 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: 444156fa1455dbe0f3d46cc8d7c996b4dfb409bc4acd82a9fd61cf82443d2909

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d28d5d19712ad5301a149adf653d8d0b754bfb3c3b327d3c5428a255e7a5b31",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-02T11:35:51Z",
    "title_canon_sha256": "65b632ddaad8c06746e2f6ee129adacc28575fde6e57e3876577598577ed352d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.01105",
    "kind": "arxiv",
    "version": 1
  }
}