Pith Number

pith:BB6SLRFA

pith:2024:BB6SLRFAP5QEKWLP6OO7AOYNNV

not attested not anchored not stored refs pending

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

Alessandro Falcetta, Luca Colombo, Manuel Roveri

arxiv:2411.16442 v1 · 2024-11-25 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BB6SLRFAP5QEKWLP6OO7AOYNNV}

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	2026-07-05T09:40:09.472783Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

087d25c4a07f6045596ff39df03b0d6d682cbfad95777e9b8c942ec7f32b9b2e

Aliases

arxiv: 2411.16442 · arxiv_version: 2411.16442v1 · doi: 10.48550/arxiv.2411.16442 · pith_short_12: BB6SLRFAP5QE · pith_short_16: BB6SLRFAP5QEKWLP · pith_short_8: BB6SLRFA

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/BB6SLRFAP5QEKWLP6OO7AOYNNV \
  | 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: 087d25c4a07f6045596ff39df03b0d6d682cbfad95777e9b8c942ec7f32b9b2e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "546ffc1237beab28f1d5222808d044f3cda311d950d2972bc7727ae2b3863647",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-25T14:44:26Z",
    "title_canon_sha256": "b0c2c6ccc9b544d13c424b47ccccf8ffeb1e96ab000ef96e2db6654af01a478f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16442",
    "kind": "arxiv",
    "version": 1
  }
}