Pith Number

pith:DXHIBUU2

pith:2023:DXHIBUU2UMCQPJJLZ5QLMPQIEC

not attested not anchored not stored refs pending

A Reinforcement Learning-Based Approach to Graph Discovery in D2D-Enabled Federated Learning

Anindya Bijoy Das, Christopher G. Brinton, David J. Love, Satyavrat Wagle

arxiv:2308.03933 v1 · 2023-08-07 · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DXHIBUU2UMCQPJJLZ5QLMPQIEC}

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	2026-07-05T06:39:19.804132Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1dce80d29aa30507a52bcf60b63e0820a95d5c2f76e73a308a4903b1fe8d87a0

Aliases

arxiv: 2308.03933 · arxiv_version: 2308.03933v1 · doi: 10.48550/arxiv.2308.03933 · pith_short_12: DXHIBUU2UMCQ · pith_short_16: DXHIBUU2UMCQPJJL · pith_short_8: DXHIBUU2

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/DXHIBUU2UMCQPJJLZ5QLMPQIEC \
  | 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: 1dce80d29aa30507a52bcf60b63e0820a95d5c2f76e73a308a4903b1fe8d87a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1155a553885c539e01f653fdda0a27b16eeb80f6367312217c874b3db3bf7f9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2023-08-07T22:28:15Z",
    "title_canon_sha256": "bf34918e3d9e0a20fb8fe776f0d9dbda40089ec149a1a78e19a77ee5bf011cdc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.03933",
    "kind": "arxiv",
    "version": 1
  }
}