Pith Number

pith:LTX2OUXW

pith:2024:LTX2OUXWGAEZXJF6H5LVMBYIRP

not attested not anchored not stored refs pending

Accelerating Geo-distributed Machine Learning with Network-Aware Adaptive Tree and Auxiliary Route

Dusit Niyato, Gang Sun, Hongfang Yu, Hongyang Du, Long Luo, Weibo Cai, Wenjiao Feng, Zonghang Li

arxiv:2404.11352 v1 · 2024-04-17 · 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{LTX2OUXWGAEZXJF6H5LVMBYIRP}

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.

Cited by

1 paper in Pith

MARS: Multipath Adaptive Reliable Service

Receipt and verification

First computed	2026-07-05T08:59:27.464108Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5cefa752f630099ba4be3f575607088bec1f7491acb6551368f2b67f882dacc8

Aliases

arxiv: 2404.11352 · arxiv_version: 2404.11352v1 · doi: 10.48550/arxiv.2404.11352 · pith_short_12: LTX2OUXWGAEZ · pith_short_16: LTX2OUXWGAEZXJF6 · pith_short_8: LTX2OUXW

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/LTX2OUXWGAEZXJF6H5LVMBYIRP \
  | 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: 5cefa752f630099ba4be3f575607088bec1f7491acb6551368f2b67f882dacc8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0cafa7c87a8b2a4943f8da981e81af509dbc9ab2577cf4f17dc78ca4dbb0bcf9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-04-17T13:09:15Z",
    "title_canon_sha256": "f02a7589ebbd93e04ae9c94e718aca48dc6ea6f9797f0a213be02edf52ab29cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.11352",
    "kind": "arxiv",
    "version": 1
  }
}