Pith Number

pith:GVYEH25P

pith:2021:GVYEH25PCTKU2TWOME6Y5COQ5U

not attested not anchored not stored refs pending

Locally Differentially Private Reinforcement Learning for Linear Mixture Markov Decision Processes

Chonghua Liao, Jiafan He, Quanquan Gu

arxiv:2110.10133 v1 · 2021-10-19 · cs.LG · cs.CR · 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{GVYEH25PCTKU2TWOME6Y5COQ5U}

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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

1 paper in Pith

When Determinants Are Not Enough: Private Rare Switching

Receipt and verification

First computed	2026-07-05T03:24:04.290880Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

357043ebaf14d54d4ece613d8e89d0ed160d26ce276fbc87d4ff138a35b2abd9

Aliases

arxiv: 2110.10133 · arxiv_version: 2110.10133v1 · doi: 10.48550/arxiv.2110.10133 · pith_short_12: GVYEH25PCTKU · pith_short_16: GVYEH25PCTKU2TWO · pith_short_8: GVYEH25P

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/GVYEH25PCTKU2TWOME6Y5COQ5U \
  | 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: 357043ebaf14d54d4ece613d8e89d0ed160d26ce276fbc87d4ff138a35b2abd9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea5f66241d274e00cc9564789ad419b10720c5c87067897b6a13fbe9ffc6c94e",
    "cross_cats_sorted": [
      "cs.CR",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-19T17:44:09Z",
    "title_canon_sha256": "22e2e178f0a46a7fe1ad7ef793948d9c816c9d9978f38ff9195d69cdef5b0295"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.10133",
    "kind": "arxiv",
    "version": 1
  }
}