Pith Number

pith:FPF3GW2E

pith:2021:FPF3GW2EQGY6NPZIXRYAOZPLMO

not attested not anchored not stored refs pending

Nearly Minimax Optimal Regret for Learning Infinite-horizon Average-reward MDPs with Linear Function Approximation

Dongruo Zhou, Quanquan Gu, Yue Wu

arxiv:2102.07301 v2 · 2021-02-15 · cs.LG · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FPF3GW2EQGY6NPZIXRYAOZPLMO}

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

Robust Average-Reward Markov Decision Processes: Minimax-Optimal Learning via Plug-in Reductions

Receipt and verification

First computed	2026-07-05T04:21:44.573907Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2bcbb35b4481b1e6bf28bc700765eb6387f181c4fc737e1b4a724fa462292db1

Aliases

arxiv: 2102.07301 · arxiv_version: 2102.07301v2 · doi: 10.48550/arxiv.2102.07301 · pith_short_12: FPF3GW2EQGY6 · pith_short_16: FPF3GW2EQGY6NPZI · pith_short_8: FPF3GW2E

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/FPF3GW2EQGY6NPZIXRYAOZPLMO \
  | 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: 2bcbb35b4481b1e6bf28bc700765eb6387f181c4fc737e1b4a724fa462292db1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "471054bc9a81e8f7576f37c5e463fa5b197859e55ac8420696cf42ea91736894",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-15T02:08:39Z",
    "title_canon_sha256": "04106b600bacdbd9a76f7a532bb76b8ecb056eb35ed11e706b6e1756e2ffc506"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.07301",
    "kind": "arxiv",
    "version": 2
  }
}