Pith Number

pith:2PZFR24B

pith:2017:2PZFR24BH5OMZQLH6UETXG4TJZ

not attested not anchored not stored refs pending

TreeQN and ATreeC: Differentiable Tree-Structured Models for Deep Reinforcement Learning

Gregory Farquhar, Maximilian Igl, Shimon Whiteson, Tim Rockt\"aschel

arxiv:1710.11417 v2 · 2017-10-31 · cs.AI · cs.LG · cs.NE · 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{2PZFR24BH5OMZQLH6UETXG4TJZ}

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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

Risks from Learned Optimization in Advanced Machine Learning Systems

Receipt and verification

First computed	2026-05-18T00:21:45.983514Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3f258eb813f5cccc167f5093b9b934e5a99ca1554768ec4b6ad904e29f1e61c

Aliases

arxiv: 1710.11417 · arxiv_version: 1710.11417v2 · doi: 10.48550/arxiv.1710.11417 · pith_short_12: 2PZFR24BH5OM · pith_short_16: 2PZFR24BH5OMZQLH · pith_short_8: 2PZFR24B

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/2PZFR24BH5OMZQLH6UETXG4TJZ \
  | 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: d3f258eb813f5cccc167f5093b9b934e5a99ca1554768ec4b6ad904e29f1e61c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e68877c92ee7d46ece16c8bd1e603ad19ce4fa56db4faf963d433e31c904c13",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-10-31T11:54:35Z",
    "title_canon_sha256": "55b6cad677e276bcf0691699ca2c8ec0dea317b92c6567b0a86edd89989be1a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1710.11417",
    "kind": "arxiv",
    "version": 2
  }
}