Pith Number

pith:MNWCDAEB

pith:2024:MNWCDAEBFAYOFJGLMVHJEII4GK

not attested not anchored not stored refs pending

Conformal Prediction Sets Improve Human Decision Making

Bhargava Kumar, Jesse C. Cresswell, No\"el Vouitsis, Yi Sui

arxiv:2401.13744 v3 · 2024-01-24 · cs.LG · cs.HC · stat.ML

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\usepackage{pith}
\pithnumber{MNWCDAEBFAYOFJGLMVHJEII4GK}

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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.

Cited by

1 paper in Pith

Test-time augmentation improves efficiency in conformal prediction

Receipt and verification

First computed	2026-07-05T08:29:20.709916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

636c2180812830e2a4cb654e92211c329abf2ab05a2fadc75e9e3a9c6258786f

Aliases

arxiv: 2401.13744 · arxiv_version: 2401.13744v3 · doi: 10.48550/arxiv.2401.13744 · pith_short_12: MNWCDAEBFAYO · pith_short_16: MNWCDAEBFAYOFJGL · pith_short_8: MNWCDAEB

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/MNWCDAEBFAYOFJGLMVHJEII4GK \
  | 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: 636c2180812830e2a4cb654e92211c329abf2ab05a2fadc75e9e3a9c6258786f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8e9105f19a2c63134349a270f0f2a79be7bb5509d91331a72594eee187cc334",
    "cross_cats_sorted": [
      "cs.HC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-24T19:01:22Z",
    "title_canon_sha256": "c770680bf1e114ae066e3d0cbf1ec1dfa1a6193396bceeb4b729ebddfb381423"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.13744",
    "kind": "arxiv",
    "version": 3
  }
}