Pith Number

pith:FQHWEDHJ

pith:2021:FQHWEDHJ5BOYJYY7RCUJSBHYTZ

not attested not anchored not stored refs pending

TinyFedTL: Federated Transfer Learning on Tiny Devices

Eric Lin, Kavya Kopparapu

arxiv:2110.01107 v1 · 2021-10-03 · 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{FQHWEDHJ5BOYJYY7RCUJSBHYTZ}

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

TIFeD: a Tiny Integer-based Federated learning algorithm with Direct feedback alignment

Receipt and verification

First computed	2026-07-05T03:19:51.930848Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c0f620ce9e85d84e31f88a89904f89e7edf3da18606223baaeed159f1e8fae3

Aliases

arxiv: 2110.01107 · arxiv_version: 2110.01107v1 · doi: 10.48550/arxiv.2110.01107 · pith_short_12: FQHWEDHJ5BOY · pith_short_16: FQHWEDHJ5BOYJYY7 · pith_short_8: FQHWEDHJ

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/FQHWEDHJ5BOYJYY7RCUJSBHYTZ \
  | 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: 2c0f620ce9e85d84e31f88a89904f89e7edf3da18606223baaeed159f1e8fae3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e45c4245a8faaa85f67724de9f76e5cd4550ecb94d567ddf47b6fb8cbf135ac",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-03T21:43:02Z",
    "title_canon_sha256": "5c274886a8dde1e9726241b6c267f79aa881de9ca4fe8b8bb1463685982a555a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.01107",
    "kind": "arxiv",
    "version": 1
  }
}