Pith Number

pith:ADVDNXXE

pith:2025:ADVDNXXEKXTSKIOCL6BFCWTZUG

not attested not anchored not stored refs pending

Deep-Relative-Trust-Based Diffusion for Decentralized Deep Learning

Aaron Fainman, Muyun Li, Stefan Vlaski

arxiv:2501.03162 v3 · 2025-01-06 · cs.LG · 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{ADVDNXXEKXTSKIOCL6BFCWTZUG}

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	2026-07-05T10:04:21.518262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00ea36dee455e72521c25f82515a79a18a4104952593e1edff4f549f709712a2

Aliases

arxiv: 2501.03162 · arxiv_version: 2501.03162v3 · doi: 10.48550/arxiv.2501.03162 · pith_short_12: ADVDNXXEKXTS · pith_short_16: ADVDNXXEKXTSKIOC · pith_short_8: ADVDNXXE

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/ADVDNXXEKXTSKIOCL6BFCWTZUG \
  | 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: 00ea36dee455e72521c25f82515a79a18a4104952593e1edff4f549f709712a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d69606f9fe4109754be5c5327bee3cdad981e321671eed7ad8752ab6b983fccf",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-06T17:31:36Z",
    "title_canon_sha256": "5772ad8dda672976cc75744d6e2aa2285c815f4fcebba4185b3cb522657d088b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.03162",
    "kind": "arxiv",
    "version": 3
  }
}