Pith. sign in
Pith Number

pith:NAZ6PDGQ

pith:2023:NAZ6PDGQTBVSLBUUPTVH7P4VPX
not attested not anchored not stored refs pending

Comparing BilevelJuMP.jl Formulations: Support Vector Regression Hyperparameter Tuning

Alexandre Street, Guilherme Bodin, Joaquim Dias Garcia

arxiv:2305.17320 v1 · 2023-05-27 · math.OC

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\usepackage{pith}
\pithnumber{NAZ6PDGQTBVSLBUUPTVH7P4VPX}

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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.
Receipt and verification
First computed 2026-07-05T06:14:26.500983Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6833e78cd0986b2586947cea7fbf957dc7164d9e12239d7a2ba598b61c0c9538

Aliases

arxiv: 2305.17320 · arxiv_version: 2305.17320v1 · doi: 10.48550/arxiv.2305.17320 · pith_short_12: NAZ6PDGQTBVS · pith_short_16: NAZ6PDGQTBVSLBUU · pith_short_8: NAZ6PDGQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/NAZ6PDGQTBVSLBUUPTVH7P4VPX \
  | 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: 6833e78cd0986b2586947cea7fbf957dc7164d9e12239d7a2ba598b61c0c9538
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4c826cfa7193714c8630785227b3cf35c8b6ed4a5c746d9b4598a8fe2e3727c9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2023-05-27T01:16:30Z",
    "title_canon_sha256": "2521c5c0c6c27f387819cfadaa5e0dca6a11da594b3fe41bfb790c728b9b038f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.17320",
    "kind": "arxiv",
    "version": 1
  }
}