Pith Number

pith:A74273NP

pith:2024:A74273NP6UIQG4WCKWX7QFNK2C

not attested not anchored not stored refs pending

Learning to Defer to a Population: A Meta-Learning Approach

Aditya Patra, Dharmesh Tailor, Eric Nalisnick, Putra Manggala, Rajeev Verma

arxiv:2403.02683 v2 · 2024-03-05 · 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{A74273NP6UIQG4WCKWX7QFNK2C}

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

1 paper in Pith

Cost-Aware Routing for Efficient Text-To-Image Generation

Receipt and verification

First computed	2026-07-05T08:18:05.933882Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07f9afedaff5110372c255aff815aad0a8d164b2a28381c6ef08fdd10286a81a

Aliases

arxiv: 2403.02683 · arxiv_version: 2403.02683v2 · doi: 10.48550/arxiv.2403.02683 · pith_short_12: A74273NP6UIQ · pith_short_16: A74273NP6UIQG4WC · pith_short_8: A74273NP

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/A74273NP6UIQG4WCKWX7QFNK2C \
  | 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: 07f9afedaff5110372c255aff815aad0a8d164b2a28381c6ef08fdd10286a81a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c33ca7a15436a6e370f719892fadab1bcd7cd024b623138b5c7f7ce519ccabb3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-05T06:10:28Z",
    "title_canon_sha256": "4fe169434a09be78b7d789c771a44cb938ef998bb20e0cc67ab8bb4eab8bd674"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.02683",
    "kind": "arxiv",
    "version": 2
  }
}