Pith Number

pith:6VGT5ABU

pith:2021:6VGT5ABUNPYWXGZO44PVSGDSLZ

not attested not anchored not stored refs pending

Machine Learning with a Reject Option: A survey

Dries Van der Plas, Jesse Davis, Kilian Hendrickx, Lorenzo Perini, Wannes Meert

arxiv:2107.11277 v3 · 2021-07-23 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6VGT5ABUNPYWXGZO44PVSGDSLZ}

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

Expected Gain-based Escalation in Vertical Federated Learning

SHRUG-FM: Reliability-Aware Foundation Models for Earth Observation

Receipt and verification

First computed	2026-07-05T07:47:39.747394Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f54d3e80346bf16b9b2ee71f5918725e7e8373e11f9cc85b27c376b8fe7959a5

Aliases

arxiv: 2107.11277 · arxiv_version: 2107.11277v3 · doi: 10.48550/arxiv.2107.11277 · pith_short_12: 6VGT5ABUNPYW · pith_short_16: 6VGT5ABUNPYWXGZO · pith_short_8: 6VGT5ABU

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/6VGT5ABUNPYWXGZO44PVSGDSLZ \
  | 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: f54d3e80346bf16b9b2ee71f5918725e7e8373e11f9cc85b27c376b8fe7959a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9fa8d2c3249918e3869325312994e2a5bb7520096c323ccfb51badc2aae0f447",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-23T14:43:56Z",
    "title_canon_sha256": "7e5eeabbcfabc1ba73d7f1ef14ad047ec7fab135ca1c1f8cbb1d564c43d681f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.11277",
    "kind": "arxiv",
    "version": 3
  }
}