Pith Number

pith:2F5UR6QH

pith:2025:2F5UR6QHZIVQ67T4ABXNIPX5TC

not attested not anchored not stored refs pending

A Bring-Your-Own-Model Approach for ML-Driven Storage Placement in Warehouse-Scale Computers

Arif Merchant, Chenxi Yang, Martin Maas, Mustafa Uysal, Richard McDougall, Ubaid Ullah Hafeez, Yan Li

arxiv:2501.05651 v2 · 2025-01-10 · cs.DC · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2F5UR6QHZIVQ67T4ABXNIPX5TC}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T10:51:31.076990Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d17b48fa07ca2b0f7e7c006ed43efd988beae5e727a2c1de106c99ba5d13f328

Aliases

arxiv: 2501.05651 · arxiv_version: 2501.05651v2 · doi: 10.48550/arxiv.2501.05651 · pith_short_12: 2F5UR6QHZIVQ · pith_short_16: 2F5UR6QHZIVQ67T4 · pith_short_8: 2F5UR6QH

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/2F5UR6QHZIVQ67T4ABXNIPX5TC \
  | 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: d17b48fa07ca2b0f7e7c006ed43efd988beae5e727a2c1de106c99ba5d13f328

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d8a1ee69e0aed33ebea2fd3f409ee26ac211556b65ef5cbf14c29056240ede1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-01-10T01:42:05Z",
    "title_canon_sha256": "151f5a43fda97964f6238e9c7bd6eeeba45f2e2a0ce582b145d29e4f629676f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.05651",
    "kind": "arxiv",
    "version": 2
  }
}