Pith Number

pith:PCLXMKV4

pith:2025:PCLXMKV4BLTMU2XZIUCT3GEO7F

not attested not anchored not stored refs pending

NetSenseML: Network-Adaptive Compression for Efficient Distributed Machine Learning

Dirk Kutscher, Huangxun Chen, Ruilong Wu, Xinjiao Li, Yisu Wang

arxiv:2506.16235 v1 · 2025-06-19 · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PCLXMKV4BLTMU2XZIUCT3GEO7F}

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	2026-07-05T11:24:33.148261Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7897762abc0ae6ca6af945053d988ef96049b84cb701483b180cebc55e1d1455

Aliases

arxiv: 2506.16235 · arxiv_version: 2506.16235v1 · doi: 10.48550/arxiv.2506.16235 · pith_short_12: PCLXMKV4BLTM · pith_short_16: PCLXMKV4BLTMU2XZ · pith_short_8: PCLXMKV4

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/PCLXMKV4BLTMU2XZIUCT3GEO7F \
  | 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: 7897762abc0ae6ca6af945053d988ef96049b84cb701483b180cebc55e1d1455

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79f10642d2c15d351d4ceedea57f1f8a51bfead8ecf5dde8702b14b5452cd85e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-06-19T11:45:09Z",
    "title_canon_sha256": "b7a9cc9a3cb5e64ec9796a1a912674a4fd6f4c67de129bd05e8c1056ce91b591"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.16235",
    "kind": "arxiv",
    "version": 1
  }
}