Pith Number

pith:XVIH27FI

pith:2019:XVIH27FIOJKRVCGSKIJFQILJYO

not attested not anchored not stored refs pending

Causal Reasoning from Meta-reinforcement Learning

David Raposo, Edward Hughes, Ishita Dasgupta, Jane Wang, Jovana Mitrovic, Matthew Botvinick, Pedro Ortega, Peter Battaglia, Silvia Chiappa, Zeb Kurth-Nelson

arxiv:1901.08162 v1 · 2019-01-23 · cs.LG · cs.AI · 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{XVIH27FIOJKRVCGSKIJFQILJYO}

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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

NoisyCausal: A Benchmark for Evaluating Causal Reasoning Under Structured Noise

Receipt and verification

First computed	2026-05-17T23:55:37.787396Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd507d7ca872551a88d25212582169c392c16289e5fd95ae862eb07602af4c99

Aliases

arxiv: 1901.08162 · arxiv_version: 1901.08162v1 · doi: 10.48550/arxiv.1901.08162 · pith_short_12: XVIH27FIOJKR · pith_short_16: XVIH27FIOJKRVCGS · pith_short_8: XVIH27FI

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/XVIH27FIOJKRVCGSKIJFQILJYO \
  | 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: bd507d7ca872551a88d25212582169c392c16289e5fd95ae862eb07602af4c99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc06c43e09ccded3f9441cc5c9c6599ef363223e2e5f42106bfb74f435e9414c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-23T23:03:59Z",
    "title_canon_sha256": "fcf21619c8410fb460dc492a62952127146b5c44517b4691aca7d223ad79ec7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.08162",
    "kind": "arxiv",
    "version": 1
  }
}