Pith Number

pith:4S4DSWAJ

pith:2022:4S4DSWAJ54C76BHRN6BALYA7PX

not attested not anchored not stored refs pending

Logarithmic regret bounds for continuous-time average-reward Markov decision processes

Xuefeng Gao, Xun Yu Zhou

arxiv:2205.11168 v4 · 2022-05-23 · 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{4S4DSWAJ54C76BHRN6BALYA7PX}

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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

Reinforcement Learning for Intensity Control: An Application to Choice-Based Network Revenue Management

Receipt and verification

First computed	2026-07-05T08:38:50.427912Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4b8395809ef05ff04f16f8205e01f7dec5311f3df843f773832ce430d576006

Aliases

arxiv: 2205.11168 · arxiv_version: 2205.11168v4 · doi: 10.48550/arxiv.2205.11168 · pith_short_12: 4S4DSWAJ54C7 · pith_short_16: 4S4DSWAJ54C76BHR · pith_short_8: 4S4DSWAJ

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/4S4DSWAJ54C76BHRN6BALYA7PX \
  | 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: e4b8395809ef05ff04f16f8205e01f7dec5311f3df843f773832ce430d576006

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "082b4d0b27baf29170df642156d69c2f0795eeefd140f6c681d15dbf9c4775ec",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-23T10:15:00Z",
    "title_canon_sha256": "6a30b38d669b318047f090a56cc4f3e1e150da1914dd93ca69e6665362bf0f39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.11168",
    "kind": "arxiv",
    "version": 4
  }
}