Pith Number

pith:FIKIHDNF

pith:2024:FIKIHDNFCUXM3GHGGX23TN4ONB

not attested not anchored not stored refs pending

Amortized Active Causal Induction with Deep Reinforcement Learning

Adam Foster, Panagiotis Tigas, Stefan Bauer, Yashas Annadani

arxiv:2405.16718 v1 · 2024-05-26 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FIKIHDNFCUXM3GHGGX23TN4ONB}

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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

Goal-Oriented Sequential Bayesian Experimental Design for Causal Learning

Receipt and verification

First computed	2026-07-05T08:23:34.508884Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a14838da5152ecd98e635f5b9b78e684dd5112aab3bb9f1f6b443865e8f0f8c

Aliases

arxiv: 2405.16718 · arxiv_version: 2405.16718v1 · doi: 10.48550/arxiv.2405.16718 · pith_short_12: FIKIHDNFCUXM · pith_short_16: FIKIHDNFCUXM3GHG · pith_short_8: FIKIHDNF

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/FIKIHDNFCUXM3GHGGX23TN4ONB \
  | 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: 2a14838da5152ecd98e635f5b9b78e684dd5112aab3bb9f1f6b443865e8f0f8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df60d75273238738bd5fcf058f3440002cfbce7c416f3cc37cfefd9de813c14c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-26T23:14:37Z",
    "title_canon_sha256": "af5a388aba6f6f0a2ca45e4d6dd1a80e441409cd7da58aa4f5a30fec68a34f4f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16718",
    "kind": "arxiv",
    "version": 1
  }
}