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Pith Number

pith:QFI42BCP

pith:2023:QFI42BCPYQMM4427T7JDT5ECGP
not attested not anchored not stored refs pending

What Is Missing in IRM Training and Evaluation? Challenges and Solutions

Kush Varshney, Mingyi Hong, Parikshit Ram, Pranay Sharma, Sijia Liu, Yihua Zhang

arxiv:2303.02343 v1 · 2023-03-04 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{QFI42BCPYQMM4427T7JDT5ECGP}

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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

Receipt and verification
First computed 2026-07-05T05:48:10.000385Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

8151cd044fc418ce735f9fd239f48233e70e76be19d737082d88e4bd2d5894c3

Aliases

arxiv: 2303.02343 · arxiv_version: 2303.02343v1 · doi: 10.48550/arxiv.2303.02343 · pith_short_12: QFI42BCPYQMM · pith_short_16: QFI42BCPYQMM4427 · pith_short_8: QFI42BCP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QFI42BCPYQMM4427T7JDT5ECGP \
  | 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: 8151cd044fc418ce735f9fd239f48233e70e76be19d737082d88e4bd2d5894c3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f75e8b192ba53836dd0f578cb850b01d2c97dd08b961e581511cd499b53ba9aa",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-04T07:06:24Z",
    "title_canon_sha256": "fea082742fa84910d6cd281bf95aa5738f416dfa2fea15367f47a1e10ff7cb3f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.02343",
    "kind": "arxiv",
    "version": 1
  }
}