Pith Number

pith:ORZRPBPB

pith:2021:ORZRPBPBHTNO4KVYPTX74LW72P

not attested not anchored not stored refs pending

Differentially Private Exploration in Reinforcement Learning with Linear Representation

Alessandro Lazaric, Evrard Garcelon, Matteo Pirotta, Paul Luyo

arxiv:2112.01585 v2 · 2021-12-02 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ORZRPBPBHTNO4KVYPTX74LW72P}

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.

Cited by

2 papers in Pith

When Determinants Are Not Enough: Private Rare Switching

On the Sample Complexity of Differentially Private Policy Optimization

Receipt and verification

First computed	2026-07-05T03:38:43.321362Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74731785e13cdaee2ab87ceffe2edfd3e08a7fe072a8e01a29f9b4b3e0ce2665

Aliases

arxiv: 2112.01585 · arxiv_version: 2112.01585v2 · doi: 10.48550/arxiv.2112.01585 · pith_short_12: ORZRPBPBHTNO · pith_short_16: ORZRPBPBHTNO4KVY · pith_short_8: ORZRPBPB

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/ORZRPBPBHTNO4KVYPTX74LW72P \
  | 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: 74731785e13cdaee2ab87ceffe2edfd3e08a7fe072a8e01a29f9b4b3e0ce2665

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06630d39ebb08dbab9bd99171bd82b3b2c8bc9dd16e6849f9b6d5e0d8276c0e2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-02T19:59:50Z",
    "title_canon_sha256": "1e1ad80074b9f7058323e3791e063122983dfc18dfb88add4d5d060fb5b06f6c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.01585",
    "kind": "arxiv",
    "version": 2
  }
}