Pith. sign in
Pith Number

pith:OHWSMNFD

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

Aggregate-then-Calibrate for Human-centered Assessment with Theoretical Guarantees

Desheng Zhang, Guang Wang, Xintong Li, Zejun Xie

arxiv:2608.02455 v1 · 2026-08-03 · cs.LG · stat.ML

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

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 2026-08-04T02:43:34.036644Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

71ed2634a3ca589385b070a59219c96c994764efcc38c6fb815e47a5217926a2

Aliases

arxiv: 2608.02455 · arxiv_version: 2608.02455v1 · doi: 10.48550/arxiv.2608.02455 · pith_short_12: OHWSMNFDZJMJ · pith_short_16: OHWSMNFDZJMJHBNQ · pith_short_8: OHWSMNFD
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/OHWSMNFDZJMJHBNQOCSZEGOJNS \
  | 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: 71ed2634a3ca589385b070a59219c96c994764efcc38c6fb815e47a5217926a2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a6e67ec8043e5f9a96fab538c0e02ff735b3e1ebad4984ed137f2e75c4a43a77",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-03T16:30:30Z",
    "title_canon_sha256": "9ea6ec3929e15c5f9c875f8d8cd24af2b0bd3b4abb794f4c2c0ab940374bd422"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.02455",
    "kind": "arxiv",
    "version": 1
  }
}