Pith Number

pith:RCBDWTQF

pith:2023:RCBDWTQFZW3NCO2YUVYETYYOET

not attested not anchored not stored refs pending

Online Nonstochastic Model-Free Reinforcement Learning

Arushi Gupta, Elad Hazan, Karan Singh, Udaya Ghai, Wenhan Xia

arxiv:2305.17552 v2 · 2023-05-27 · cs.LG · 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{RCBDWTQFZW3NCO2YUVYETYYOET}

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	2026-07-05T07:07:37.982918Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

88823b4e05cdb6d13b58a57049e30e24dee4d82c2b5d92900a65211b53def2e6

Aliases

arxiv: 2305.17552 · arxiv_version: 2305.17552v2 · doi: 10.48550/arxiv.2305.17552 · pith_short_12: RCBDWTQFZW3N · pith_short_16: RCBDWTQFZW3NCO2Y · pith_short_8: RCBDWTQF

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/RCBDWTQFZW3NCO2YUVYETYYOET \
  | 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: 88823b4e05cdb6d13b58a57049e30e24dee4d82c2b5d92900a65211b53def2e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebf4d99f933b7f0668ef93ce2ed12bdbeae6aa9bcb92f5057fffb6f51035985f",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-27T19:02:55Z",
    "title_canon_sha256": "40f23d0a38afc4e427334b2a0e9fb2a7dbaea9a35bc9535bf02a61c160dab0e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.17552",
    "kind": "arxiv",
    "version": 2
  }
}