Pith. sign in
Pith Number

pith:PNZ5JRM5

pith:2023:PNZ5JRM5CK53YDUGHBEDM3OUYN
not attested not anchored not stored refs pending

Learning to Defer with Limited Expert Predictions

Johannes Jakubik, Lukas Thede, Michael V\"ossing, Niklas K\"uhl, Patrick Hemmer

arxiv:2304.07306 v1 · 2023-04-14 · cs.LG · cs.AI · cs.HC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PNZ5JRM5CK53YDUGHBEDM3OUYN}

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

Receipt and verification
First computed 2026-07-05T06:01:19.471026Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7b73d4c59d12bbbc0e863848366dd4c35d1e3766c3c0bb369ca6af90f2146eb6

Aliases

arxiv: 2304.07306 · arxiv_version: 2304.07306v1 · doi: 10.48550/arxiv.2304.07306 · pith_short_12: PNZ5JRM5CK53 · pith_short_16: PNZ5JRM5CK53YDUG · pith_short_8: PNZ5JRM5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PNZ5JRM5CK53YDUGHBEDM3OUYN \
  | 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: 7b73d4c59d12bbbc0e863848366dd4c35d1e3766c3c0bb369ca6af90f2146eb6
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3614ffb801b00110fff4b83b86d5d4de8d32480e8e5429a4e1a0bc3db40612d1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-14T09:22:34Z",
    "title_canon_sha256": "9ce7a94d79dfe769019f80b3c8e1bd14e9f01e58c72f1e0446ecdb98413cad5d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.07306",
    "kind": "arxiv",
    "version": 1
  }
}