Pith Number

pith:5UF652YZ

pith:2024:5UF652YZJSANKM4B5Z6E2XC4S5

not attested not anchored not stored refs pending

Kernel-Based Function Approximation for Average Reward Reinforcement Learning: An Optimist No-Regret Algorithm

Julia Olkhovskaya, Sattar Vakili

arxiv:2410.23498 v1 · 2024-10-30 · cs.LG · cs.AI · 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{5UF652YZJSANKM4B5Z6E2XC4S5}

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	2026-07-05T09:29:01.294240Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed0beeeb194c80d53381ee7c4d5c5c974ecafe9d0b0d67921b659ef322124d4f

Aliases

arxiv: 2410.23498 · arxiv_version: 2410.23498v1 · doi: 10.48550/arxiv.2410.23498 · pith_short_12: 5UF652YZJSAN · pith_short_16: 5UF652YZJSANKM4B · pith_short_8: 5UF652YZ

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/5UF652YZJSANKM4B5Z6E2XC4S5 \
  | 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: ed0beeeb194c80d53381ee7c4d5c5c974ecafe9d0b0d67921b659ef322124d4f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c8151c8203cd81fd841be82ea8c976cdd5cc62ddce674e3b08e9e61c8c3e946d",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-30T23:04:10Z",
    "title_canon_sha256": "9ed654eacc547a2e469b2ee0f079112a3cacd005ad37dd1b476a0a4bcf7bce1c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.23498",
    "kind": "arxiv",
    "version": 1
  }
}