Pith Number

pith:4EAGLQMQ

pith:2025:4EAGLQMQ5AB73Q2QEON4I3PWLE

not attested not anchored not stored refs pending

DNN-Powered MLOps Pipeline Optimization for Large Language Models: A Framework for Automated Deployment and Resource Management

Kuppusamy Vellamadam Palavesam, Mahesh Vaijainthymala Krishnamoorthy, Rajarajeswari Chinniah Kuppuswami, Siva Venkatesh Arcot

arxiv:2501.14802 v1 · 2025-01-14 · 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{4EAGLQMQ5AB73Q2QEON4I3PWLE}

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	2026-07-05T10:05:18.702425Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e10065c190e803fdc350239bc46df65904eb88dfa166367fa59c80d1d20ace0d

Aliases

arxiv: 2501.14802 · arxiv_version: 2501.14802v1 · doi: 10.48550/arxiv.2501.14802 · pith_short_12: 4EAGLQMQ5AB7 · pith_short_16: 4EAGLQMQ5AB73Q2Q · pith_short_8: 4EAGLQMQ

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/4EAGLQMQ5AB73Q2QEON4I3PWLE \
  | 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: e10065c190e803fdc350239bc46df65904eb88dfa166367fa59c80d1d20ace0d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a14dc3558dd2c70c115ef94190ae0b27cc7cc6105fb4cde90118bc39a9c3a3b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-01-14T14:15:32Z",
    "title_canon_sha256": "08c020705e287c748d783af35b019d911b0393b0183b9c9f0e6ab7f409c4aefa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.14802",
    "kind": "arxiv",
    "version": 1
  }
}