Pith Number

pith:LUJ2KHPM

pith:2025:LUJ2KHPMS3GAFJNNK3BG5IBXX6

not attested not anchored not stored refs pending

On the Sample Complexity of Differentially Private Policy Optimization

Xingyu Zhou, Yi He

arxiv:2510.21060 v3 · 2025-10-24 · 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{LUJ2KHPMS3GAFJNNK3BG5IBXX6}

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	2026-05-18T03:09:33.717329Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d13a51dec96cc02a5ad56c26ea037bf9eaed7ad5db4b0603598335fac2ce6f3

Aliases

arxiv: 2510.21060 · arxiv_version: 2510.21060v3 · doi: 10.48550/arxiv.2510.21060 · pith_short_12: LUJ2KHPMS3GA · pith_short_16: LUJ2KHPMS3GAFJNN · pith_short_8: LUJ2KHPM

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/LUJ2KHPMS3GAFJNNK3BG5IBXX6 \
  | 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: 5d13a51dec96cc02a5ad56c26ea037bf9eaed7ad5db4b0603598335fac2ce6f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b18d27abeb14c1c91c74dfabecd269d1543e85a0c5fecb5fbc7caea264990101",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-24T00:21:38Z",
    "title_canon_sha256": "35c2cc68e8a0904a0cd9fc4a3d454ea879bd4f23cf3e0077591495ae6ff678d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.21060",
    "kind": "arxiv",
    "version": 3
  }
}