Pith Number

pith:IQKTB46Q

pith:2024:IQKTB46QPA2JA26TISTZQH6C6X

not attested not anchored not stored refs pending

Efficient, Low-Regret, Online Reinforcement Learning for Linear MDPs

Arnab Bhattacharyya, Dimitrios Myrisiotis, Philips George John, Silviu Maniu, Zhenan Wu

arxiv:2411.10906 v1 · 2024-11-16 · cs.LG · cs.DS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IQKTB46QPA2JA26TISTZQH6C6X}

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	2026-07-05T09:36:24.525112Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

441530f3d07834906bd344a7981fc2f5cd88aa0f441558cef9d9b99004dbf81b

Aliases

arxiv: 2411.10906 · arxiv_version: 2411.10906v1 · doi: 10.48550/arxiv.2411.10906 · pith_short_12: IQKTB46QPA2J · pith_short_16: IQKTB46QPA2JA26T · pith_short_8: IQKTB46Q

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/IQKTB46QPA2JA26TISTZQH6C6X \
  | 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: 441530f3d07834906bd344a7981fc2f5cd88aa0f441558cef9d9b99004dbf81b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d9543e1cc0982a03fc37be2f2bc11285ef1a4e155689afc25df02268a09494b",
    "cross_cats_sorted": [
      "cs.DS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-16T22:51:52Z",
    "title_canon_sha256": "f07d3c8ed21e20c93e6a10bbf6485d6de804f1f65d7644d92ba13aa974433847"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10906",
    "kind": "arxiv",
    "version": 1
  }
}