Pith Number

pith:3ZMVBXES

pith:2023:3ZMVBXESSXAZLNQWKDXTXH7R7S

not attested not anchored not stored refs pending

K-SHAP: Policy Clustering Algorithm for Anonymous Multi-Agent State-Action Pairs

Andrea Coletta, Svitlana Vyetrenko, Tucker Balch

arxiv:2302.11996 v5 · 2023-02-23 · 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{3ZMVBXESSXAZLNQWKDXTXH7R7S}

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	2026-07-05T06:24:28.202132Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de5950dc9295c195b61650ef3b9ff1fcbe989d71a58188cd44e0893439f2e5e2

Aliases

arxiv: 2302.11996 · arxiv_version: 2302.11996v5 · doi: 10.48550/arxiv.2302.11996 · pith_short_12: 3ZMVBXESSXAZ · pith_short_16: 3ZMVBXESSXAZLNQW · pith_short_8: 3ZMVBXES

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/3ZMVBXESSXAZLNQWKDXTXH7R7S \
  | 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: de5950dc9295c195b61650ef3b9ff1fcbe989d71a58188cd44e0893439f2e5e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6bb78a769c13ac903c6955d20c81990d16987758fb2cfcd519e64ccfe5d3253e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-23T13:18:12Z",
    "title_canon_sha256": "f27e5d702cd279429b4b80a6ecad90c19294bffda873ec61f07bf8738c437c2d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.11996",
    "kind": "arxiv",
    "version": 5
  }
}