Pith Number

pith:UZKVS7RA

pith:2026:UZKVS7RAHBWHXILUFMUG4I6SJC

not attested not anchored not stored refs pending

NEST: Network- and Memory-Aware Device Placement For Distributed Deep Learning

Arvind Krishnamurthy, Divya Mahajan, Irene Wang, Vishnu Varma Venkata

arxiv:2603.06798 v2 · 2026-03-06 · cs.LG · cs.DC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UZKVS7RAHBWHXILUFMUG4I6SJC}

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	2026-05-26T02:04:08.187299Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a655597e20386c7ba1742b286e23d2489a2ed04811ff62eb11f6c97c6bfc694f

Aliases

arxiv: 2603.06798 · arxiv_version: 2603.06798v2 · doi: 10.48550/arxiv.2603.06798 · pith_short_12: UZKVS7RAHBWH · pith_short_16: UZKVS7RAHBWHXILU · pith_short_8: UZKVS7RA

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/UZKVS7RAHBWHXILUFMUG4I6SJC \
  | 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: a655597e20386c7ba1742b286e23d2489a2ed04811ff62eb11f6c97c6bfc694f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "163717625e4fd5cc8ddc6d2b81093675d29941192823acb49d6e000d0ced7842",
    "cross_cats_sorted": [
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-03-06T19:02:31Z",
    "title_canon_sha256": "9dc8948d1c03824160c8fc18b57f35530aa9be7a84609975cae368b693ca3c71"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.06798",
    "kind": "arxiv",
    "version": 2
  }
}