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Pith Number

pith:HLF6WB6E

pith:2023:HLF6WB6E2UNUDLQ4GPRFG2K7EZ
not attested not anchored not stored refs pending

Towards Modular Machine Learning Solution Development: Benefits and Trade-offs

Lakshmish Ramaswamy, Samiyuru Menik

arxiv:2301.09753 v1 · 2023-01-23 · cs.LG · cs.SE

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\usepackage{pith}
\pithnumber{HLF6WB6E2UNUDLQ4GPRFG2K7EZ}

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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

2 papers in Pith

Receipt and verification
First computed 2026-07-05T05:35:05.437284Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3acbeb07c4d51b41ae1c33e253695f2655b38fb0a51a8f94f9d90e41864676c3

Aliases

arxiv: 2301.09753 · arxiv_version: 2301.09753v1 · doi: 10.48550/arxiv.2301.09753 · pith_short_12: HLF6WB6E2UNU · pith_short_16: HLF6WB6E2UNUDLQ4 · pith_short_8: HLF6WB6E
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/HLF6WB6E2UNUDLQ4GPRFG2K7EZ \
  | 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: 3acbeb07c4d51b41ae1c33e253695f2655b38fb0a51a8f94f9d90e41864676c3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "30b9023a25135dd13d0922a61e654538a2a668224b441b23cdd3945d1ef01847",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-23T22:54:34Z",
    "title_canon_sha256": "e987642bf35083490cf0811bf7500a029ba863a429ba859c1e5b544c80f298c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.09753",
    "kind": "arxiv",
    "version": 1
  }
}