Pith Number

pith:KNDZB6A5

pith:2020:KNDZB6A5WYK5NLRD7TZTFKE6LU

not attested not anchored not stored refs pending

Towards Non-I.I.D. and Invisible Data with FedNAS: Federated Deep Learning via Neural Architecture Search

Chaoyang He, Murali Annavaram, Salman Avestimehr

arxiv:2004.08546 v4 · 2020-04-18 · cs.LG · cs.CV · cs.DC · cs.MA · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KNDZB6A5WYK5NLRD7TZTFKE6LU}

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

2 papers in Pith

Auto-FL-Research: Agentic Search for Federated Learning Algorithms

DeepFedNAS: Efficient Hardware-Aware Architecture Adaptation for Heterogeneous IoT Federations via Pareto-Guided Supernet Training

Receipt and verification

First computed	2026-07-05T02:04:06.485101Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

534790f81db615d6ae23fcf332a89e5d2522494b7f47dd289e8eeb8f8c78c605

Aliases

arxiv: 2004.08546 · arxiv_version: 2004.08546v4 · doi: 10.48550/arxiv.2004.08546 · pith_short_12: KNDZB6A5WYK5 · pith_short_16: KNDZB6A5WYK5NLRD · pith_short_8: KNDZB6A5

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/KNDZB6A5WYK5NLRD7TZTFKE6LU \
  | 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: 534790f81db615d6ae23fcf332a89e5d2522494b7f47dd289e8eeb8f8c78c605

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c93b20e9f372c6de90e7fa1984b5a63c1164c2bf3e3dbcca290d064d47b0e762",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.DC",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-04-18T08:04:44Z",
    "title_canon_sha256": "c059041df65caf695c711d0617b5687bbb6b6f682670f3b4eb241ac8ab6024e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2004.08546",
    "kind": "arxiv",
    "version": 4
  }
}