Pith Number

pith:ORMMBOA3

pith:2024:ORMMBOA3ZUNO6OSPI7AMQNVZKP

not attested not anchored not stored refs pending

Towards Principled, Practical Policy Gradient for Bandits and Tabular MDPs

Anant Raj, Matin Aghaei, Michael Lu, Sharan Vaswani

arxiv:2405.13136 v3 · 2024-05-21 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ORMMBOA3ZUNO6OSPI7AMQNVZKP}

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	2026-07-05T09:13:02.887782Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7458c0b81bcd1aef3a4f47c0c836b953f87dd435ae502608cd6be008d41937c3

Aliases

arxiv: 2405.13136 · arxiv_version: 2405.13136v3 · doi: 10.48550/arxiv.2405.13136 · pith_short_12: ORMMBOA3ZUNO · pith_short_16: ORMMBOA3ZUNO6OSP · pith_short_8: ORMMBOA3

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/ORMMBOA3ZUNO6OSPI7AMQNVZKP \
  | 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: 7458c0b81bcd1aef3a4f47c0c836b953f87dd435ae502608cd6be008d41937c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed7ba10911db093e686a01df1ec483f9835226bffa6bd63baff45cc3f248fb3b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-21T18:12:39Z",
    "title_canon_sha256": "cb1ad5c2d33a1b2509ed44aa78774dce0a6ffd97a0031ecf69a212d18d791c0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13136",
    "kind": "arxiv",
    "version": 3
  }
}