Pith Number

pith:UDJZ76SF

pith:2023:UDJZ76SFNU3MLANB4UGA4HRZ5C

not attested not anchored not stored refs pending

Local Environment Poisoning Attacks on Federated Reinforcement Learning

Evelyn Ma, Praneet Rathi, S. Rasoul Etesami

arxiv:2303.02725 v4 · 2023-03-05 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UDJZ76SFNU3MLANB4UGA4HRZ5C}

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	2026-07-05T07:30:18.735021Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a0d39ffa456d36c581a1e50c0e1e39e89c2cd13f38fcf9b72bf0ed68accc6ec4

Aliases

arxiv: 2303.02725 · arxiv_version: 2303.02725v4 · doi: 10.48550/arxiv.2303.02725 · pith_short_12: UDJZ76SFNU3M · pith_short_16: UDJZ76SFNU3MLANB · pith_short_8: UDJZ76SF

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/UDJZ76SFNU3MLANB4UGA4HRZ5C \
  | 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: a0d39ffa456d36c581a1e50c0e1e39e89c2cd13f38fcf9b72bf0ed68accc6ec4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1888f732ae19244328548f1a35af70d87c2ec9c282b4710c2f7e9cd5a0b9fa6a",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-05T17:44:23Z",
    "title_canon_sha256": "6de4acdc72e28e2a705d86d28bce615b7083b273a0ca63d46be6c40c2d4185b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.02725",
    "kind": "arxiv",
    "version": 4
  }
}