Pith Number

pith:VM2ZDXP6

pith:2024:VM2ZDXP6RTN7IB6ZKELKIXQKDZ

not attested not anchored not stored refs pending

Mask-Encoded Sparsification: Mitigating Biased Gradients in Communication-Efficient Split Learning

Baoliu Ye, Miao Cai, Shen-Huan Lyu, Wenxuan Zhou, Zhihao Qu

arxiv:2408.13787 v3 · 2024-08-25 · cs.LG · 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{VM2ZDXP6RTN7IB6ZKELKIXQKDZ}

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

Split and Aggregation Learning for Foundation Models Over Mobile Embodied AI Network (MEAN): A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T12:07:54.624889Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab3591ddfe8cdbf407d95116a45e0a1e7b96ef67871c343fa922c87052f40256

Aliases

arxiv: 2408.13787 · arxiv_version: 2408.13787v3 · doi: 10.48550/arxiv.2408.13787 · pith_short_12: VM2ZDXP6RTN7 · pith_short_16: VM2ZDXP6RTN7IB6Z · pith_short_8: VM2ZDXP6

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/VM2ZDXP6RTN7IB6ZKELKIXQKDZ \
  | 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: ab3591ddfe8cdbf407d95116a45e0a1e7b96ef67871c343fa922c87052f40256

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb50a03b696afdf0e852bf8bae4551514e7ade37db01ac27ea6a81bccb9dfa0f",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-25T09:30:34Z",
    "title_canon_sha256": "244a6853c9392601f74973305dca4210bf36802136f3232a3ada5ab7fe7d8886"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.13787",
    "kind": "arxiv",
    "version": 3
  }
}