Pith Number

pith:3XK6KVN2

pith:2025:3XK6KVN24S2GHODCSSV2ZCFUZM

not attested not anchored not stored refs pending

Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents

Aaron Roth, George Pappas, Hamed Hassani, Shayan Kiyani

arxiv:2502.02561 v1 · 2025-02-04 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3XK6KVN24S2GHODCSSV2ZCFUZM}

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

2 papers in Pith

Prediction Sets for Counterfactual Decisions: Coverage, Optimality, and Conformal Prediction

Set-Valued Policy Learning

Receipt and verification

First computed	2026-07-05T10:09:30.256411Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ddd5e555bae4b463b86294abac88b4cb2c7c7b51cbea581a499bf9112bb87710

Aliases

arxiv: 2502.02561 · arxiv_version: 2502.02561v1 · doi: 10.48550/arxiv.2502.02561 · pith_short_12: 3XK6KVN24S2G · pith_short_16: 3XK6KVN24S2GHODC · pith_short_8: 3XK6KVN2

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/3XK6KVN24S2GHODCSSV2ZCFUZM \
  | 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: ddd5e555bae4b463b86294abac88b4cb2c7c7b51cbea581a499bf9112bb87710

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c6b2f04a769c952209487dbaee0000c75f2a0f6c6a8286c23dfaf13422129ac",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-04T18:37:10Z",
    "title_canon_sha256": "ff0ce0e6950de4b12ba31192c2b05803a5d7519320e35c620b224a854777e104"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02561",
    "kind": "arxiv",
    "version": 1
  }
}