Pith Number

pith:4B6Y22HZ

pith:2025:4B6Y22HZUGJ6JYQALCMFLZ4B3U

not attested not anchored not stored refs pending

Direct Prediction Set Minimization via Bilevel Conformal Classifier Training

Hooman Shahrokhi, Janardhan Rao Doppa, Xiongzhi Chen, Xuesong Jia, Yan Yan, Yuanjie Shi

arxiv:2506.06599 v1 · 2025-06-07 · 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{4B6Y22HZUGJ6JYQALCMFLZ4B3U}

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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

Conformal Margin Risk Minimization: An Envelope Framework for Robust Learning under Label Noise

Receipt and verification

First computed	2026-07-05T11:17:52.639367Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e07d8d68f9a193e4e200589855e781dd31f29a8bd8549716730d63710d9208a8

Aliases

arxiv: 2506.06599 · arxiv_version: 2506.06599v1 · doi: 10.48550/arxiv.2506.06599 · pith_short_12: 4B6Y22HZUGJ6 · pith_short_16: 4B6Y22HZUGJ6JYQA · pith_short_8: 4B6Y22HZ

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/4B6Y22HZUGJ6JYQALCMFLZ4B3U \
  | 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: e07d8d68f9a193e4e200589855e781dd31f29a8bd8549716730d63710d9208a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dfdd616ba2de7c14a3b18f3307e4143d2fd19f095f8472c392db687a229c57d7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-07T00:19:00Z",
    "title_canon_sha256": "3489fb8c4c7b528b5b382dd7f0ee46868ad709e9bf88e282273382d97c053c63"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.06599",
    "kind": "arxiv",
    "version": 1
  }
}