Pith Number

pith:23YGPHAV

pith:2023:23YGPHAVLXJK4EAIRVIAKQ7Y55

not attested not anchored not stored refs pending

Exploiting Causal Graph Priors with Posterior Sampling for Reinforcement Learning

Alexander Marx, Giorgia Ramponi, Marcello Restelli, Mirco Mutti, Riccardo De Santi

arxiv:2310.07518 v2 · 2023-10-11 · 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{23YGPHAVLXJK4EAIRVIAKQ7Y55}

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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

Towards Empowerment Gain through Causal Structure Learning in Model-Based RL

Receipt and verification

First computed	2026-07-05T08:05:03.705982Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6f0679c155dd2ae10088d500543f8ef499019797e54772e4f07e21cf43af67f

Aliases

arxiv: 2310.07518 · arxiv_version: 2310.07518v2 · doi: 10.48550/arxiv.2310.07518 · pith_short_12: 23YGPHAVLXJK · pith_short_16: 23YGPHAVLXJK4EAI · pith_short_8: 23YGPHAV

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/23YGPHAVLXJK4EAIRVIAKQ7Y55 \
  | 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: d6f0679c155dd2ae10088d500543f8ef499019797e54772e4f07e21cf43af67f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e41cacd6906f4832914a5cd3985d33f4d45e7a8b24e9fef80f4bb3e0f438e64f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-11T14:16:04Z",
    "title_canon_sha256": "ace92ed268b30c88b85343cab6ffbcc2067adbac197675e14c327307f3fe4050"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.07518",
    "kind": "arxiv",
    "version": 2
  }
}