Pith Number

pith:NJA6KD2E

pith:2026:NJA6KD2EX72FGHAVUJ7MZ336VU

not attested not anchored not stored refs pending

Learning-to-Defer with Expert-Conditional Advice

Axel Carlier, Lai Xing Ng, Le\"ina Montreuil, Wei Tsang Ooi, Yannis Montreuil

arxiv:2603.14324 v3 · 2026-03-15 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NJA6KD2EX72FGHAVUJ7MZ336VU}

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.

Receipt and verification

First computed	2026-05-21T01:05:17.803663Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a41e50f44bff4531c15a27eccef7ead14436597852b98bd832a3cfa65072407

Aliases

arxiv: 2603.14324 · arxiv_version: 2603.14324v3 · doi: 10.48550/arxiv.2603.14324 · pith_short_12: NJA6KD2EX72F · pith_short_16: NJA6KD2EX72FGHAV · pith_short_8: NJA6KD2E

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/NJA6KD2EX72FGHAVUJ7MZ336VU \
  | 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: 6a41e50f44bff4531c15a27eccef7ead14436597852b98bd832a3cfa65072407

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "209b05a1eab0f1df5d6ec0fd4cdc284cfadef328ffb0c5391bd594c3bc7fb416",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2026-03-15T10:52:58Z",
    "title_canon_sha256": "3386bffc93b6997253d5c6c8ebbdf989a1065d3c9f3d42b9f4e73c306206eb1e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.14324",
    "kind": "arxiv",
    "version": 3
  }
}