Pith Number

pith:C4OARQPN

pith:2021:C4OARQPNY27FXDIPLYK4W3OCII

not attested not anchored not stored refs pending

Going Beyond Linear RL: Sample Efficient Neural Function Approximation

Baihe Huang, Jason D. Lee, Jiaqi Yang, Kaixuan Huang, Qi Lei, Runzhe Wang, Sham M. Kakade

arxiv:2107.06466 v2 · 2021-07-14 · cs.LG · 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{C4OARQPNY27FXDIPLYK4W3OCII}

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	2026-07-05T03:43:42.646783Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

171c08c1edc6be5b8d0f5e15cb6dc24226340304ac8955dccd4e708970ee4cc0

Aliases

arxiv: 2107.06466 · arxiv_version: 2107.06466v2 · doi: 10.48550/arxiv.2107.06466 · pith_short_12: C4OARQPNY27F · pith_short_16: C4OARQPNY27FXDIP · pith_short_8: C4OARQPN

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/C4OARQPNY27FXDIPLYK4W3OCII \
  | 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: 171c08c1edc6be5b8d0f5e15cb6dc24226340304ac8955dccd4e708970ee4cc0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63cece5059fcfb7c5589314112f8ebe5fc8ccaae25b349dbf4a786d8213889fd",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-14T03:03:56Z",
    "title_canon_sha256": "331dfb76b0fe483563ad0712aca09c393299d5509597105fbbfffab5151f4a1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.06466",
    "kind": "arxiv",
    "version": 2
  }
}