Pith. sign in
Pith Number

pith:NATWCGFC

pith:2026:NATWCGFCPFW5VXKZWAPAU7DEBE
not attested not anchored not stored refs pending

Open-Ended Scenario Reasoning for Specialist Model Adaptation

Dakuo He, Mingxuan Ren, Ranmeng Lin, Runda Jia, Youcheng Zong

arxiv:2607.06625 v1 · 2026-07-07 · cs.LG · cs.AI · cs.SY · eess.SY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{NATWCGFCPFW5VXKZWAPAU7DEBE}

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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 2026-07-09T00:19:20.820080Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

68276118a2796ddadd59b01e0a7c64093f772aabd6f105d0bf112a438961d912

Aliases

arxiv: 2607.06625 · arxiv_version: 2607.06625v1 · doi: 10.48550/arxiv.2607.06625 · pith_short_12: NATWCGFCPFW5 · pith_short_16: NATWCGFCPFW5VXKZ · pith_short_8: NATWCGFC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/NATWCGFCPFW5VXKZWAPAU7DEBE \
  | 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: 68276118a2796ddadd59b01e0a7c64093f772aabd6f105d0bf112a438961d912
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2daba8cc36372289bbdfbb38ca11f3023e41a8440d8b584f7f3649e00de4aa30",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-07T11:29:45Z",
    "title_canon_sha256": "3d4277f99562c74d7281c5a4313877af3f4c8d0dc289b12326d85fde93751076"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.06625",
    "kind": "arxiv",
    "version": 1
  }
}