Pith Number

pith:MA66IYR2

pith:2024:MA66IYR2BPJ7NRA5B2W64EV5RN

not attested not anchored not stored refs pending

Federated Hybrid Training and Self-Adversarial Distillation: Towards Robust Edge Networks

Apurba Adhikary, Choong Seon Hong, Eui-Nam Huh, Kitae Kim, Yu Qiao, Zhu Han

arxiv:2412.19354 v1 · 2024-12-26 · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MA66IYR2BPJ7NRA5B2W64EV5RN}

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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

A Survey on Foundation Models for Personalized Federated Intelligence

Receipt and verification

First computed	2026-07-05T09:54:34.389612Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

603de4623a0bd3f6c41d0eadee12bd8b537b7910f74355dbd9408434272ba506

Aliases

arxiv: 2412.19354 · arxiv_version: 2412.19354v1 · doi: 10.48550/arxiv.2412.19354 · pith_short_12: MA66IYR2BPJ7 · pith_short_16: MA66IYR2BPJ7NRA5 · pith_short_8: MA66IYR2

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/MA66IYR2BPJ7NRA5B2W64EV5RN \
  | 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: 603de4623a0bd3f6c41d0eadee12bd8b537b7910f74355dbd9408434272ba506

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00fe48115738f93ccb6057566b8ab0d5178ca64a0c1733dda5584758bb22e589",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-26T21:32:08Z",
    "title_canon_sha256": "a607151bb6756b7749955dbf7f3efae7a75c22c0bb046de611dfa1b560dba9a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19354",
    "kind": "arxiv",
    "version": 1
  }
}