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Pith Number

pith:36575Z4I

pith:2023:36575Z4IOK5FJLRCEOYSCKH6YI
not attested not anchored not stored refs pending

LLM Interactive Optimization of Open Source Python Libraries -- Case Studies and Generalization

Andreas Florath

arxiv:2312.14949 v2 · 2023-12-08 · cs.SE · cs.AI · cs.HC · cs.PF

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\usepackage{pith}
\pithnumber{36575Z4IOK5FJLRCEOYSCKH6YI}

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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 2026-07-05T07:50:22.756558Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

dfbbfee78872ba54ae2223b12128fec23d3c98e80d125f51e1f29ae13011b8a7

Aliases

arxiv: 2312.14949 · arxiv_version: 2312.14949v2 · doi: 10.48550/arxiv.2312.14949 · pith_short_12: 36575Z4IOK5F · pith_short_16: 36575Z4IOK5FJLRC · pith_short_8: 36575Z4I
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/36575Z4IOK5FJLRCEOYSCKH6YI \
  | 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: dfbbfee78872ba54ae2223b12128fec23d3c98e80d125f51e1f29ae13011b8a7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2131541a2c135a91977e78b71d1d086f0ac9128dc51f568e7e30fa3408197b1c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC",
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-12-08T13:52:57Z",
    "title_canon_sha256": "6c58dec1ed74fd2fcb603076ae06e9c09258c20f9880cc7ed261a5c9745bc2ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.14949",
    "kind": "arxiv",
    "version": 2
  }
}