Pith Number

pith:FKGUQBAW

pith:2018:FKGUQBAWIRREBFF5PWDRODF7BN

not attested not anchored not stored refs pending

Discrete linear-complexity reinforcement learning in continuous action spaces for Q-learning algorithms

Gary B. Doran Jr., Lukas Mandrake, Peyman Tavallali

arxiv:1807.06957 v2 · 2018-07-16 · 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{FKGUQBAWIRREBFF5PWDRODF7BN}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-05-18T00:09:58.093665Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a8d48041644624094bd7d87170cbf0b6cd4d825a035ef220481d6117f680115

Aliases

arxiv: 1807.06957 · arxiv_version: 1807.06957v2 · doi: 10.48550/arxiv.1807.06957 · pith_short_12: FKGUQBAWIRRE · pith_short_16: FKGUQBAWIRREBFF5 · pith_short_8: FKGUQBAW

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/FKGUQBAWIRREBFF5PWDRODF7BN \
  | 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: 2a8d48041644624094bd7d87170cbf0b6cd4d825a035ef220481d6117f680115

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6c923b0a40c8d814244fe32e7ec6231af95631413f730cc77373e395830b0f1",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-16T22:57:11Z",
    "title_canon_sha256": "9ccfa4a6492f09a5e680cc3726d8474f39c7eb4cf71a13bc7b0cfc93d7300707"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.06957",
    "kind": "arxiv",
    "version": 2
  }
}