Pith Number

pith:5AN36GWB

pith:2025:5AN36GWBB74VT7FCIYH6VL7ANS

not attested not anchored not stored refs pending

Decoding Federated Learning: The FedNAM+ Conformal Revolution

Amitash Nanda, Debashis Sahoo, Sree Bhargavi Balija

arxiv:2506.17872 v2 · 2025-06-22 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5AN36GWBB74VT7FCIYH6VL7ANS}

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	2026-07-05T11:28:37.937862Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e81bbf1ac10ff959fca2460feaafe06c9bff7b499787ec3e4556d0144d4718e0

Aliases

arxiv: 2506.17872 · arxiv_version: 2506.17872v2 · doi: 10.48550/arxiv.2506.17872 · pith_short_12: 5AN36GWBB74V · pith_short_16: 5AN36GWBB74VT7FC · pith_short_8: 5AN36GWB

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/5AN36GWBB74VT7FCIYH6VL7ANS \
  | 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: e81bbf1ac10ff959fca2460feaafe06c9bff7b499787ec3e4556d0144d4718e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28d4771cbf8bf98281ea1f4d7bc961415599178410f9f5d8984f4b9e6ac1dd41",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-22T02:06:14Z",
    "title_canon_sha256": "13cb1224829c64782a48ca8719f6eaefc8919aa3cda92517624459de536fc2e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.17872",
    "kind": "arxiv",
    "version": 2
  }
}