Pith Number

pith:IJN5I2RK

pith:2025:IJN5I2RK623TUE3VYZVECPZQPP

not attested not anchored not stored refs pending

Volume-Sorted Prediction Set: Efficient Conformal Prediction for Multi-Target Regression

Rui Luo, Zhixin Zhou

arxiv:2503.02205 v1 · 2025-03-04 · cs.LG · 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{IJN5I2RK623TUE3VYZVECPZQPP}

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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

Enhancing Adversarial Robustness with Conformal Prediction: A Framework for Guaranteed Model Reliability

Receipt and verification

First computed	2026-07-05T10:23:39.215409Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

425bd46a2af6b73a1375c66a413f307bc59d06f9e373dd95e24c9b94a24a7976

Aliases

arxiv: 2503.02205 · arxiv_version: 2503.02205v1 · doi: 10.48550/arxiv.2503.02205 · pith_short_12: IJN5I2RK623T · pith_short_16: IJN5I2RK623TUE3V · pith_short_8: IJN5I2RK

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/IJN5I2RK623TUE3VYZVECPZQPP \
  | 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: 425bd46a2af6b73a1375c66a413f307bc59d06f9e373dd95e24c9b94a24a7976

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e6186f7e15d454f26b80cf9e4d89b50494914147219ab4b9ac637d80b7e38bb",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-04T02:34:59Z",
    "title_canon_sha256": "992f01f7d5bfab5586672fa73683c6fda4264bbedbb3c758e757e5d36ac34375"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.02205",
    "kind": "arxiv",
    "version": 1
  }
}