Pith Number

pith:IFA55SC7

pith:2026:IFA55SC7AB43HMBWGX4CZIMIOL

not attested not anchored not stored refs pending

Reinforcement Learning for Computer-Use Agents with Autonomous Evaluation

Marta Sumyk, Oleksandr Kosovan

arxiv:2606.24515 v1 · 2026-06-23 · cs.AI · cs.HC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IFA55SC7AB43HMBWGX4CZIMIOL}

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	2026-06-24T01:15:32.733894Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4141dec85f0079b3b03635f82ca18872f28b51c8b7e9c8d4f2efdaf8d1166918

Aliases

arxiv: 2606.24515 · arxiv_version: 2606.24515v1 · doi: 10.48550/arxiv.2606.24515 · pith_short_12: IFA55SC7AB43 · pith_short_16: IFA55SC7AB43HMBW · pith_short_8: IFA55SC7

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/IFA55SC7AB43HMBWGX4CZIMIOL \
  | 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: 4141dec85f0079b3b03635f82ca18872f28b51c8b7e9c8d4f2efdaf8d1166918

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63e8606c76fd0b6ca63cba982f6b32c46502d06de57d7cbc8227ba90c15d11ad",
    "cross_cats_sorted": [
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-23T12:46:29Z",
    "title_canon_sha256": "3b0244e9e6725e9889b0acb3635a4b78aa8bfb55094d7d82ef2e45547e2292ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.24515",
    "kind": "arxiv",
    "version": 1
  }
}