Pith Number

pith:EH5OV6S7

pith:2026:EH5OV6S7NIGQNZBGGNKXBMYIN2

not attested not anchored not stored refs pending

Learning to Hand Off: Provably Convergent Workflow Learning under Interface Constraints

Dawei Zhou, Elynn Chen, Enpei Zhang, Jiayu Li, Yujun Yan

arxiv:2605.19140 v1 · 2026-05-18 · 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{EH5OV6S7NIGQNZBGGNKXBMYIN2}

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	2026-05-20T01:05:29.228529Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21faeafa5f6a0d06e426335570b3086ea35dc40750c63d3cea77383f56fb0a61

Aliases

arxiv: 2605.19140 · arxiv_version: 2605.19140v1 · doi: 10.48550/arxiv.2605.19140 · pith_short_12: EH5OV6S7NIGQ · pith_short_16: EH5OV6S7NIGQNZBG · pith_short_8: EH5OV6S7

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/EH5OV6S7NIGQNZBGGNKXBMYIN2 \
  | 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: 21faeafa5f6a0d06e426335570b3086ea35dc40750c63d3cea77383f56fb0a61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "209690d8301753ff4ca7e812163ec18998faf60900a134b980a91d9e76372f59",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-18T21:48:02Z",
    "title_canon_sha256": "7ca5c74dbb90b1e6ee5ed6957ec216a527747e5f7c7c570293cd28ac6e3a60ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.19140",
    "kind": "arxiv",
    "version": 1
  }
}