Pith Number

pith:FVUPQBQH

pith:2021:FVUPQBQHN4G5SSHWAGQDVG7BDX

not attested not anchored not stored refs pending

Uniform-PAC Bounds for Reinforcement Learning with Linear Function Approximation

Dongruo Zhou, Jiafan He, Quanquan Gu

arxiv:2106.11612 v2 · 2021-06-22 · cs.LG · math.OC · 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{FVUPQBQHN4G5SSHWAGQDVG7BDX}

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	2026-07-05T03:44:45.006910Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d68f806076f0dd948f601a03a9be11de365c218d895e8518bfe69bee7713caa

Aliases

arxiv: 2106.11612 · arxiv_version: 2106.11612v2 · doi: 10.48550/arxiv.2106.11612 · pith_short_12: FVUPQBQHN4G5 · pith_short_16: FVUPQBQHN4G5SSHW · pith_short_8: FVUPQBQH

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/FVUPQBQHN4G5SSHWAGQDVG7BDX \
  | 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: 2d68f806076f0dd948f601a03a9be11de365c218d895e8518bfe69bee7713caa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3d7d346e6c78dddc43c1b047fd886b20a3ebcf57eab59779ec1cb2e427af82f",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-22T08:48:56Z",
    "title_canon_sha256": "ac5a50bd4c8c4be2583392cd65f7d9b625be80bcb780934db497e62d99fc3c8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.11612",
    "kind": "arxiv",
    "version": 2
  }
}