Pith Number

pith:SNZHXU3J

pith:2021:SNZHXU3JGQLOJJW5BSC5Z4CJ64

not attested not anchored not stored refs pending

Adversarial training in communication constrained federated learning

Ashish Verma, Devansh Shah, Parijat Dube, Supriyo Chakraborty

arxiv:2103.01319 v1 · 2021-03-01 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SNZHXU3JGQLOJJW5BSC5Z4CJ64}

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

FedAPT: Federated Adversarial Prompt Tuning for Vision-Language Models

Receipt and verification

First computed	2026-07-05T02:19:16.872716Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93727bd3693416e4a6dd0c85dcf049f7348f47ef4ba21d5f8831cd54c61355ac

Aliases

arxiv: 2103.01319 · arxiv_version: 2103.01319v1 · doi: 10.48550/arxiv.2103.01319 · pith_short_12: SNZHXU3JGQLO · pith_short_16: SNZHXU3JGQLOJJW5 · pith_short_8: SNZHXU3J

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/SNZHXU3JGQLOJJW5BSC5Z4CJ64 \
  | 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: 93727bd3693416e4a6dd0c85dcf049f7348f47ef4ba21d5f8831cd54c61355ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c90613208e18723953ef4758df976565a5096b3b95e9abb5382ebe317cdfa22",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-01T21:37:54Z",
    "title_canon_sha256": "85f3bdd1b5565948fc797d080f4381b5966e4ab844f1849af46764693d77bb04"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.01319",
    "kind": "arxiv",
    "version": 1
  }
}