Pith Number

pith:F5B34R6Y

pith:2026:F5B34R6YIEJA2T76RR2CM52BVG

not attested not anchored not stored refs pending

Offline Reinforcement Learning for Fluid Controls: Data-based Multi-observational Policy Extraction

Ben Zhu, Deepak Akhare, Jian-Xun Wang, Luning Sun, Timo Bremer, Xiantao Fan, Xin-Yang Liu

arxiv:2606.31025 v1 · 2026-06-30 · 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{F5B34R6YIEJA2T76RR2CM52BVG}

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	2026-07-01T01:17:26.657737Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f43be47d841120d4ffe8c74267741a9a0c365b809802ed70286fa556bdc29a4

Aliases

arxiv: 2606.31025 · arxiv_version: 2606.31025v1 · doi: 10.48550/arxiv.2606.31025 · pith_short_12: F5B34R6YIEJA · pith_short_16: F5B34R6YIEJA2T76 · pith_short_8: F5B34R6Y

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/F5B34R6YIEJA2T76RR2CM52BVG \
  | 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: 2f43be47d841120d4ffe8c74267741a9a0c365b809802ed70286fa556bdc29a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2215269e1486962dff24adb4c96baa6716821f952fd264ab6996449402ebca7a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-30T01:46:48Z",
    "title_canon_sha256": "d72143460b9ad3efc9711506ec8ad5ff04ccaee14379e7af085dad6cd93d84d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.31025",
    "kind": "arxiv",
    "version": 1
  }
}