Pith Number

pith:O5UYJHZO

pith:2024:O5UYJHZOJRRWFXL7GROCISIU24

not attested not anchored not stored refs pending

Sample and Oracle Efficient Reinforcement Learning for MDPs with Linearly-Realizable Value Functions

Zakaria Mhammedi

arxiv:2409.04840 v2 · 2024-09-07 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O5UYJHZOJRRWFXL7GROCISIU24}

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	2026-07-05T09:15:14.383886Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7769849f2e4c6362dd7f345c244914d732d1db1c86b1eb302c2732ca8e810c3d

Aliases

arxiv: 2409.04840 · arxiv_version: 2409.04840v2 · doi: 10.48550/arxiv.2409.04840 · pith_short_12: O5UYJHZOJRRW · pith_short_16: O5UYJHZOJRRWFXL7 · pith_short_8: O5UYJHZO

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/O5UYJHZOJRRWFXL7GROCISIU24 \
  | 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: 7769849f2e4c6362dd7f345c244914d732d1db1c86b1eb302c2732ca8e810c3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "955b47191b9dbee63a739b84588eb2c99ea7526f3125778a6e72c8044096914b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-07T14:38:05Z",
    "title_canon_sha256": "63cbf319ea65ea33ef5838d90fb417834fcc672c1042e6f3653f127b1a4dcc0f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.04840",
    "kind": "arxiv",
    "version": 2
  }
}