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Pith Number

pith:KDQ4D6MF

pith:2023:KDQ4D6MFNLESKM4P3GPKZSCDFG
not attested not anchored not stored refs pending

Attributing Learned Concepts in Neural Networks to Training Data

Charles Godfrey, Davis Brown, Henry Kvinge, Jonathan Tu, Madelyn Shapiro, Nicholas Konz

arxiv:2310.03149 v4 · 2023-10-04 · cs.LG · cs.AI · cs.CV

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\usepackage{pith}
\pithnumber{KDQ4D6MFNLESKM4P3GPKZSCDFG}

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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 2026-07-05T07:28:30.271505Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

50e1c1f9856ac925338fd99eacc8432987a48658fc28aba5fb3c10b2f74ea4e1

Aliases

arxiv: 2310.03149 · arxiv_version: 2310.03149v4 · doi: 10.48550/arxiv.2310.03149 · pith_short_12: KDQ4D6MFNLES · pith_short_16: KDQ4D6MFNLESKM4P · pith_short_8: KDQ4D6MF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KDQ4D6MFNLESKM4P3GPKZSCDFG \
  | 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: 50e1c1f9856ac925338fd99eacc8432987a48658fc28aba5fb3c10b2f74ea4e1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "23852c0df6e6ebc97a74408f60865d19d36249f9ae7de5af025c216f905a7f71",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-04T20:26:59Z",
    "title_canon_sha256": "b805e86de8d44459c77f531a0b5f835521d9a7e80166069f689dd7b3b5a22800"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03149",
    "kind": "arxiv",
    "version": 4
  }
}