Pith Number

pith:BB54N7UO

pith:2025:BB54N7UODLCLGH2LGWVNGIM6GZ

not attested not anchored not stored refs pending

Adaptive Biased User Scheduling for Heterogeneous Wireless Federate Learning Network

Changxiang Wu, Daniel K. C. So, Jie Tang, Yijing Ren

arxiv:2505.05231 v1 · 2025-05-08 · eess.SY · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BB54N7UODLCLGH2LGWVNGIM6GZ}

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	2026-07-05T11:00:21.069472Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

087bc6fe8e1ac4b31f4b35aad3219e367062d87fbd4237d90aac5daf7202ece7

Aliases

arxiv: 2505.05231 · arxiv_version: 2505.05231v1 · doi: 10.48550/arxiv.2505.05231 · pith_short_12: BB54N7UODLCL · pith_short_16: BB54N7UODLCLGH2L · pith_short_8: BB54N7UO

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/BB54N7UODLCLGH2LGWVNGIM6GZ \
  | 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: 087bc6fe8e1ac4b31f4b35aad3219e367062d87fbd4237d90aac5daf7202ece7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1956069ed3f92a9023fb1e79be4f0bdca25228268d79d268028bf4b546b9f2a0",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2025-05-08T13:26:09Z",
    "title_canon_sha256": "745de3f63e9d9f2a386cb39dba18bbd7ba2ab588d2aefa6742efadf468796651"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.05231",
    "kind": "arxiv",
    "version": 1
  }
}