Pith Number

pith:PA2OLGB2

pith:2021:PA2OLGB2J6SRZYBDQHEJ3TMHPU

not attested not anchored not stored refs pending

EdgeML: Towards Network-Accelerated Federated Learning over Wireless Edge

Chen Chen, Minwoo Lee, Pinyarash Pinyoanuntapong, Prabhu Janakaraj, Pu Wang, Ravikumar Balakrishnan

arxiv:2111.09410 v4 · 2021-10-14 · cs.NI · 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{PA2OLGB2J6SRZYBDQHEJ3TMHPU}

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	2026-07-05T04:27:48.156962Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7834e5983a4fa51ce02381c89dcd877d1c8946bf965ce421d86f3af8439f2046

Aliases

arxiv: 2111.09410 · arxiv_version: 2111.09410v4 · doi: 10.48550/arxiv.2111.09410 · pith_short_12: PA2OLGB2J6SR · pith_short_16: PA2OLGB2J6SRZYBD · pith_short_8: PA2OLGB2

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/PA2OLGB2J6SRZYBDQHEJ3TMHPU \
  | 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: 7834e5983a4fa51ce02381c89dcd877d1c8946bf965ce421d86f3af8439f2046

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1087ee0ff0068dc35a0c80e98390069715385248195614ee645004815e90e0fc",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2021-10-14T14:06:57Z",
    "title_canon_sha256": "3bcd776ac8ada7ecf1f4c7276a2989fa1a73d6f5e80b513ccd7e98dc003672c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.09410",
    "kind": "arxiv",
    "version": 4
  }
}