Pith Number

pith:ONCSUXUB

pith:2022:ONCSUXUBDYYH3OYZJ4P4EKXBV4

not attested not anchored not stored refs pending

Federated Stochastic Approximation under Markov Noise and Heterogeneity: Applications in Reinforcement Learning

Gauri Joshi, Pranay Sharma, Sajad Khodadadian, Siva Theja Maguluri

arxiv:2206.10185 v2 · 2022-06-21 · 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{ONCSUXUBDYYH3OYZJ4P4EKXBV4}

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	2026-07-05T09:22:57.856330Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

73452a5e811e307dbb194f1fc22ae1af2854242111f8199621d3872fed918ece

Aliases

arxiv: 2206.10185 · arxiv_version: 2206.10185v2 · doi: 10.48550/arxiv.2206.10185 · pith_short_12: ONCSUXUBDYYH · pith_short_16: ONCSUXUBDYYH3OYZ · pith_short_8: ONCSUXUB

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/ONCSUXUBDYYH3OYZJ4P4EKXBV4 \
  | 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: 73452a5e811e307dbb194f1fc22ae1af2854242111f8199621d3872fed918ece

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d21a5fd5ae625c84cb46fc125b803c83e13090c2c580ea648e7fa1455399c22b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-21T08:39:12Z",
    "title_canon_sha256": "0f7e99f2e40dcb1a0dcaed380ae05e700593edf70e03c5af9a786d7493112d52"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.10185",
    "kind": "arxiv",
    "version": 2
  }
}