Pith Number

pith:ZUXFX6GJ

pith:2020:ZUXFX6GJ2FYQPIONVKVAQ5HTW5

not attested not anchored not stored refs pending

Federated Learning with Heterogeneous Labels and Models for Mobile Activity Monitoring

Gautham Krishna Gudur, Satheesh K. Perepu

arxiv:2012.02539 v1 · 2020-12-04 · 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{ZUXFX6GJ2FYQPIONVKVAQ5HTW5}

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

1 paper in Pith

Federated Learning with Heterogeneous and Private Label Sets

Receipt and verification

First computed	2026-07-05T01:57:07.695367Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd2e5bf8c9d17107a1cdaaaa0874f3b742ea225cb953ba79bd3ad628dddcc67c

Aliases

arxiv: 2012.02539 · arxiv_version: 2012.02539v1 · doi: 10.48550/arxiv.2012.02539 · pith_short_12: ZUXFX6GJ2FYQ · pith_short_16: ZUXFX6GJ2FYQPION · pith_short_8: ZUXFX6GJ

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/ZUXFX6GJ2FYQPIONVKVAQ5HTW5 \
  | 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: cd2e5bf8c9d17107a1cdaaaa0874f3b742ea225cb953ba79bd3ad628dddcc67c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6928388d19d111d0ec8081ca53951b10b2c942d8cae44114a61efc3bb3b7954d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-04T11:44:17Z",
    "title_canon_sha256": "9b6ce315e9b7d3c8023ce798711a9068da11cff5f8c30e213c6733797fe424e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.02539",
    "kind": "arxiv",
    "version": 1
  }
}