Pith Number

pith:7HMPEERX

pith:2022:7HMPEERXGJMDXRPKCVCFBB3CKU

not attested not anchored not stored refs pending

On the Utility of Prediction Sets in Human-AI Teams

Adrian Weller, Umang Bhatt, Varun Babbar

arxiv:2205.01411 v2 · 2022-05-03 · cs.AI · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7HMPEERXGJMDXRPKCVCFBB3CKU}

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.

Cited by

5 papers in Pith

Strategic Decision Support for AI Agents

What Types of Human-AI Teams Exist?

Set-Valued Policy Learning

Medical Model Synthesis Architectures: A Case Study

PLACO: A Multi-Stage Framework for Cost-Effective Performance in Human-AI Teams

Receipt and verification

First computed	2026-07-05T04:26:37.475359Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9d8f2123732583bc5ea154450876255248d12ab7412488facb133381cd3e9ee

Aliases

arxiv: 2205.01411 · arxiv_version: 2205.01411v2 · doi: 10.48550/arxiv.2205.01411 · pith_short_12: 7HMPEERXGJMD · pith_short_16: 7HMPEERXGJMDXRPK · pith_short_8: 7HMPEERX

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/7HMPEERXGJMDXRPKCVCFBB3CKU \
  | 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: f9d8f2123732583bc5ea154450876255248d12ab7412488facb133381cd3e9ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c5391929660bf66e13e2b944c5ec6f8d7ad08cef98f2d9d6613a48ad0dd43b3",
    "cross_cats_sorted": [
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-05-03T10:53:40Z",
    "title_canon_sha256": "c9050b509295e2cb304343f622bcc0d9bf98c1f3d4a6db24efd97747eff15f05"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.01411",
    "kind": "arxiv",
    "version": 2
  }
}