Pith Number

pith:ZQU5CRVV

pith:2021:ZQU5CRVVGJTN7T45ILEREE77W6

not attested not anchored not stored refs pending

Towards Model Agnostic Federated Learning Using Knowledge Distillation

Andrei Afonin, Sai Praneeth Karimireddy

arxiv:2110.15210 v2 · 2021-10-28 · cs.LG · cs.DC · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZQU5CRVVGJTN7T45ILEREE77W6}

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

2 papers in Pith

IR3DE: A Linear Router for Large Language Models

Knowledge Distillation in Federated Learning: a Survey on Long Lasting Challenges and New Solutions

Receipt and verification

First computed	2026-07-05T04:22:17.499156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc29d146b53266dfcf9d42c91213ffb785af6eadbde90b19007e40e3b57adef5

Aliases

arxiv: 2110.15210 · arxiv_version: 2110.15210v2 · doi: 10.48550/arxiv.2110.15210 · pith_short_12: ZQU5CRVVGJTN · pith_short_16: ZQU5CRVVGJTN7T45 · pith_short_8: ZQU5CRVV

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/ZQU5CRVVGJTN7T45ILEREE77W6 \
  | 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: cc29d146b53266dfcf9d42c91213ffb785af6eadbde90b19007e40e3b57adef5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0579b44874279a59b9be92f5a4223e66c8c40bb276ba0b01eff4cbabcabe72b4",
    "cross_cats_sorted": [
      "cs.DC",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-28T15:27:51Z",
    "title_canon_sha256": "8bf085c6371bf5b8e179e5149497e7de9de838f171b4a6574a0433eae3ccea0d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.15210",
    "kind": "arxiv",
    "version": 2
  }
}