Pith Number

pith:G7HXKV65

pith:2023:G7HXKV65CFIMJW2QNCRORRYL7V

not attested not anchored not stored refs pending

Learning to Optimize LSM-trees: Towards A Reinforcement Learning based Key-Value Store for Dynamic Workloads

Caihua Shan, Dingheng Mo, Fanchao Chen, Siqiang Luo

arxiv:2308.07013 v2 · 2023-08-14 · cs.DB · 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{G7HXKV65CFIMJW2QNCRORRYL7V}

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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

A New Paradigm in Tuning Learned Indexes: A Reinforcement Learning Enhanced Approach

Receipt and verification

First computed	2026-07-05T06:51:28.199762Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37cf7557dd1150c4db5068a2e8c70bfd7d01d929d8ce13af855bb5c9a30aeab8

Aliases

arxiv: 2308.07013 · arxiv_version: 2308.07013v2 · doi: 10.48550/arxiv.2308.07013 · pith_short_12: G7HXKV65CFIM · pith_short_16: G7HXKV65CFIMJW2Q · pith_short_8: G7HXKV65

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/G7HXKV65CFIMJW2QNCRORRYL7V \
  | 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: 37cf7557dd1150c4db5068a2e8c70bfd7d01d929d8ce13af855bb5c9a30aeab8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f6aac86f21f54efd4ae2396c6f16a8612572780223625352b8da5245a74dfdc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DB",
    "submitted_at": "2023-08-14T09:00:58Z",
    "title_canon_sha256": "ee37f1e783245850a8abed4e091f971adbb7e31c347222fb9c8f9be454b8aa92"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.07013",
    "kind": "arxiv",
    "version": 2
  }
}