Pith Number

pith:2WYX6JMU

pith:2025:2WYX6JMUC5OT4QEBM36BT53CZZ

not attested not anchored not stored refs pending

Conformal Set-based Human-AI Complementarity with Multiple Experts

Guohao Shen, Helbert Paat

arxiv:2508.06997 v1 · 2025-08-09 · cs.LG · cs.AI · cs.HC · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2WYX6JMUC5OT4QEBM36BT53CZZ}

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	2026-07-05T11:51:39.002645Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5b17f2594175d3e408166fc19f762ce6374281dc511bdb3fb84c10629a76dd2

Aliases

arxiv: 2508.06997 · arxiv_version: 2508.06997v1 · doi: 10.48550/arxiv.2508.06997 · pith_short_12: 2WYX6JMUC5OT · pith_short_16: 2WYX6JMUC5OT4QEB · pith_short_8: 2WYX6JMU

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/2WYX6JMUC5OT4QEBM36BT53CZZ \
  | 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: d5b17f2594175d3e408166fc19f762ce6374281dc511bdb3fb84c10629a76dd2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06f857d15063559ae176fd3cc83b7b5b9699ba42fe69c3e384362fd0264d6501",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-09T14:17:51Z",
    "title_canon_sha256": "8acf9741e14400d6c2aee6b8736926cc237abf95e3c481b8c7ff75c78287eef3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.06997",
    "kind": "arxiv",
    "version": 1
  }
}