Pith Number

pith:BH6UPLHL

pith:2024:BH6UPLHL5QNTVQMVG3WVVRMCTQ

not attested not anchored not stored refs pending

Efficient Task Grouping Through Samplewise Optimisation Landscape Analysis

Anshul Thakur, David A. Clifton, Soheila Molaei, Yichen Huang, Yujiang Wang

arxiv:2412.04413 v2 · 2024-12-05 · cs.LG

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\usepackage{pith}
\pithnumber{BH6UPLHL5QNTVQMVG3WVVRMCTQ}

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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

Efficient Task Grouping Through Samplewise Optimisation Landscape Analysis

Receipt and verification

First computed	2026-07-05T09:46:31.737000Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09fd47acebec1b3ac19536ed5ac5829c11afd83dc84569b9310825c1b678a8a5

Aliases

arxiv: 2412.04413 · arxiv_version: 2412.04413v2 · doi: 10.48550/arxiv.2412.04413 · pith_short_12: BH6UPLHL5QNT · pith_short_16: BH6UPLHL5QNTVQMV · pith_short_8: BH6UPLHL

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/BH6UPLHL5QNTVQMVG3WVVRMCTQ \
  | 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: 09fd47acebec1b3ac19536ed5ac5829c11afd83dc84569b9310825c1b678a8a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73151890fe8fb0597eff95746c9c7a3e6600eab09040c60f4107e0e4bcf01b93",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-05T18:33:59Z",
    "title_canon_sha256": "58e5a9cbbd86ac62feb443ada032d7f1bb3193ea72fd0c84f28a920ad351a291"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04413",
    "kind": "arxiv",
    "version": 2
  }
}