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Pith Number

pith:C6B2FLJU

pith:2023:C6B2FLJULQKLHSMSXNPRFRM77J
not attested not anchored not stored refs pending

The Curse of Recursion: Training on Generated Data Makes Models Forget

Ilia Shumailov, Nicolas Papernot, Ross Anderson, Yarin Gal, Yiren Zhao, Zakhar Shumaylov

arxiv:2305.17493 v3 · 2023-05-27 · cs.LG · cs.AI · cs.CL · cs.CR · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{C6B2FLJULQKLHSMSXNPRFRM77J}

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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

20 papers in Pith

Receipt and verification
First computed 2026-05-20T13:58:04.599220Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1783a2ad345c14b3c992bb5f12c59ffa7cee2cda1ebb054c2be66e353db4a3b9

Aliases

arxiv: 2305.17493 · arxiv_version: 2305.17493v3 · doi: 10.48550/arxiv.2305.17493 · pith_short_12: C6B2FLJULQKL · pith_short_16: C6B2FLJULQKLHSMS · pith_short_8: C6B2FLJU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/C6B2FLJULQKLHSMSXNPRFRM77J \
  | 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: 1783a2ad345c14b3c992bb5f12c59ffa7cee2cda1ebb054c2be66e353db4a3b9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fc49ff636770aef80d79f2e212084a855bf301d8290422893f64311bfff54482",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CR",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-27T15:10:41Z",
    "title_canon_sha256": "365ba14c4f705e4e6f4680d6766548161cfaaf034e8bcafa978e49f5d0792bd2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.17493",
    "kind": "arxiv",
    "version": 3
  }
}