Pith Number

pith:3Z2E3HHI

pith:2024:3Z2E3HHI626GY6IVBYD3BIPZQJ

not attested not anchored not stored refs pending

Finite-Time Analysis of On-Policy Heterogeneous Federated Reinforcement Learning

Aritra Mitra, Chenyu Zhang, Han Wang, James Anderson

arxiv:2401.15273 v2 · 2024-01-27 · cs.LG · cs.SY · eess.SY · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3Z2E3HHI626GY6IVBYD3BIPZQJ}

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

On the Convergence Rates of Federated Q-Learning across Heterogeneous Environments

Collaborative Yet Personalized Policy Training: Single-Timescale Federated Actor-Critic

Receipt and verification

First computed	2026-07-05T08:07:33.228020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de744d9ce8f6bc6c79150e07b0a1f98259d1cd11b710cf7d1aad07ea070726c1

Aliases

arxiv: 2401.15273 · arxiv_version: 2401.15273v2 · doi: 10.48550/arxiv.2401.15273 · pith_short_12: 3Z2E3HHI626G · pith_short_16: 3Z2E3HHI626GY6IV · pith_short_8: 3Z2E3HHI

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/3Z2E3HHI626GY6IVBYD3BIPZQJ \
  | 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: de744d9ce8f6bc6c79150e07b0a1f98259d1cd11b710cf7d1aad07ea070726c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b18a44f91512e54e316c38721924cd0855206f77114b0adf927e7f709658ed8b",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-27T02:43:45Z",
    "title_canon_sha256": "3094943727f79e31fb267e986651dc2ac034327d6ce67d8ef41b188464cff535"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.15273",
    "kind": "arxiv",
    "version": 2
  }
}