Pith Number

pith:NBQNU4BA

pith:2026:NBQNU4BARAAHFXZIVHIKHOAVB7

not attested not anchored not stored refs pending

Non-vacuous Generalization Bounds for Reinforcement Learning with Verifiable Rewards

Daniel Kang, Rohan Alur, Yuxuan Zhu

arxiv:2607.14506 v1 · 2026-07-16 · 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{NBQNU4BARAAHFXZIVHIKHOAVB7}

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	2026-07-17T01:21:15.286198Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6860da7020880072df28a9d0a3b8150ff27beeed2d9896cfa30897d357ca5f0f

Aliases

arxiv: 2607.14506 · arxiv_version: 2607.14506v1 · doi: 10.48550/arxiv.2607.14506 · pith_short_12: NBQNU4BARAAH · pith_short_16: NBQNU4BARAAHFXZI · pith_short_8: NBQNU4BA

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/NBQNU4BARAAHFXZIVHIKHOAVB7 \
  | 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: 6860da7020880072df28a9d0a3b8150ff27beeed2d9896cfa30897d357ca5f0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48589294810226169b0eb35b18fc135adf32fca2c92e4310a827d1016b99c123",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-16T02:42:24Z",
    "title_canon_sha256": "1c2e1e1a5f00cff5f27422565124b2757ec702d619c69717d61d992adc96f2dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.14506",
    "kind": "arxiv",
    "version": 1
  }
}