Pith. sign in
Pith Number

pith:3SZUNEXQ

pith:2026:3SZUNEXQY3R56JMGXZ3DTUB4TX
not attested not anchored not stored refs pending

SeekJudge: A Practical Reward Framework for Reinforcement Learning in Computer-Use Agents

Jierui Wang, Linchao Zhu, Yang Wan, Zhenhao Zhang

arxiv:2607.23263 v1 · 2026-07-25 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3SZUNEXQY3R56JMGXZ3DTUB4TX}

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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 2026-07-28T01:22:44.656432Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

dcb34692f0c6e3df2586be7639d03c9dc28cc81510c07e3b890648921b86b9ca

Aliases

arxiv: 2607.23263 · arxiv_version: 2607.23263v1 · doi: 10.48550/arxiv.2607.23263 · pith_short_12: 3SZUNEXQY3R5 · pith_short_16: 3SZUNEXQY3R56JMG · pith_short_8: 3SZUNEXQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3SZUNEXQY3R56JMGXZ3DTUB4TX \
  | 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: dcb34692f0c6e3df2586be7639d03c9dc28cc81510c07e3b890648921b86b9ca
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b88627f3af26f6b5065f809623e270bbdafa55261e473d281bcb2073e8808827",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-07-25T16:00:45Z",
    "title_canon_sha256": "0b20d28b2f8dd4aac82c1aee51b2a66fbd0ae804a4964be15465ddd3de69aa7c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.23263",
    "kind": "arxiv",
    "version": 1
  }
}