pith. sign in
Pith Number

pith:JWSJFKXH

pith:2026:JWSJFKXHUTDERMMWIHZRNT4CY4
not attested not anchored not stored refs pending

Whispers in the Noise: Surrogate-Guided Concept Awakening via a Multi-Agent Framework

Haibo Hu, Junxu Liu, Mengyu Sun, Yi Zhang, Ziyuan Yang, Zunlong Zhou

arxiv:2605.18150 v1 · 2026-05-18 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JWSJFKXHUTDERMMWIHZRNT4CY4}

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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 2026-05-20T00:05:48.457212Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4da492aae7a4c648b19641f316cf82c72b508c29765afccac0cbcdaf28d5fbff

Aliases

arxiv: 2605.18150 · arxiv_version: 2605.18150v1 · doi: 10.48550/arxiv.2605.18150 · pith_short_12: JWSJFKXHUTDE · pith_short_16: JWSJFKXHUTDERMMW · pith_short_8: JWSJFKXH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JWSJFKXHUTDERMMWIHZRNT4CY4 \
  | 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: 4da492aae7a4c648b19641f316cf82c72b508c29765afccac0cbcdaf28d5fbff
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "45ec03967fdf87355b308f3140259ae3c01de907318fc23766da680c2922188b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-18T09:55:36Z",
    "title_canon_sha256": "6135882cc46475908625796f9f7363439103a5bb5f703d9a5600d6dca034c69e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.18150",
    "kind": "arxiv",
    "version": 1
  }
}