Pith Number

pith:DXJQ62ON

pith:2018:DXJQ62ONZDFS25GOL6GMVTX7DN

not attested not anchored not stored refs pending

QUOTA: The Quantile Option Architecture for Reinforcement Learning

Bo Liu, Borislav Mavrin, Hengshuai Yao, Linglong Kong, Shangtong Zhang

arxiv:1811.02073 v2 · 2018-11-05 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DXJQ62ONZDFS25GOL6GMVTX7DN}

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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

A Scheme for Dynamic Risk-Sensitive Sequential Decision Making

Receipt and verification

First computed	2026-05-18T00:01:19.138591Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1dd30f69cdc8cb2d74ce5f8ccaceff1b40791f02f4cd499e29e6cb426791e559

Aliases

arxiv: 1811.02073 · arxiv_version: 1811.02073v2 · doi: 10.48550/arxiv.1811.02073 · pith_short_12: DXJQ62ONZDFS · pith_short_16: DXJQ62ONZDFS25GO · pith_short_8: DXJQ62ON

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/DXJQ62ONZDFS25GOL6GMVTX7DN \
  | 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: 1dd30f69cdc8cb2d74ce5f8ccaceff1b40791f02f4cd499e29e6cb426791e559

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6eac096b55be2a13eb55f82e96f9193ddba55a81f8628b354e0aef115ba8959b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-05T22:49:03Z",
    "title_canon_sha256": "87d1aa9049ef9a3ed03484fb7f84eb3d2b61db78ffb490e90999ce73349d9e33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.02073",
    "kind": "arxiv",
    "version": 2
  }
}