Pith Number

pith:GD5TQCRA

pith:2022:GD5TQCRAI7G442DRWJUPJGL56P

not attested not anchored not stored refs pending

Challenges to Solving Combinatorially Hard Long-Horizon Deep RL Tasks

Andrew C. Li, Pashootan Vaezipoor, Rodrigo Toro Icarte, Sheila A. McIlraith

arxiv:2206.01812 v1 · 2022-06-03 · cs.LG · cs.AI · cs.RO

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GD5TQCRAI7G442DRWJUPJGL56P}

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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

Discovering Interpretable Multi-Parameter Control Policies for Evolutionary Algorithms Using Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T04:28:56.451391Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

30fb380a2047cdce6871b268f4997df3ffeaab5cf87c15acb897bac59f6966d5

Aliases

arxiv: 2206.01812 · arxiv_version: 2206.01812v1 · doi: 10.48550/arxiv.2206.01812 · pith_short_12: GD5TQCRAI7G4 · pith_short_16: GD5TQCRAI7G442DR · pith_short_8: GD5TQCRA

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/GD5TQCRAI7G442DRWJUPJGL56P \
  | 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: 30fb380a2047cdce6871b268f4997df3ffeaab5cf87c15acb897bac59f6966d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5d2339a65a547b9b4ca593899f1735df361816668169e200f320b8b5fbc1790",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-03T20:38:27Z",
    "title_canon_sha256": "2a6e1573553592e881931a087245b20c4d77fb8402af6ec93103e37da266889b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.01812",
    "kind": "arxiv",
    "version": 1
  }
}