Pith Number

pith:NPQ6NPTG

pith:2024:NPQ6NPTG3SDLZQ3YAC4A6PMEQZ

not attested not anchored not stored refs pending

Reinforcement Learning for Causal Discovery without Acyclicity Constraints

Bao Duong, Biwei Huang, Hung Le, Thin Nguyen

arxiv:2408.13448 v4 · 2024-08-24 · cs.LG · stat.ME · 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{NPQ6NPTG3SDLZQ3YAC4A6PMEQZ}

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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

Causal Discovery via Bayesian Optimization

Receipt and verification

First computed	2026-07-05T11:12:19.618289Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6be1e6be66dc86bcc37800b80f3d848662c22c179fca592592aafc247bc5dfff

Aliases

arxiv: 2408.13448 · arxiv_version: 2408.13448v4 · doi: 10.48550/arxiv.2408.13448 · pith_short_12: NPQ6NPTG3SDL · pith_short_16: NPQ6NPTG3SDLZQ3Y · pith_short_8: NPQ6NPTG

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/NPQ6NPTG3SDLZQ3YAC4A6PMEQZ \
  | 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: 6be1e6be66dc86bcc37800b80f3d848662c22c179fca592592aafc247bc5dfff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0e0923f7a1d9725b06d86869cf28fc8f12b0152c6c6bf54940c3ab54eb2894c",
    "cross_cats_sorted": [
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-24T03:12:21Z",
    "title_canon_sha256": "dee074b867a2366b3a0162e403b6ad15e11c20088bfd977af442e997d73d8b1d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.13448",
    "kind": "arxiv",
    "version": 4
  }
}