Pith Number

pith:NY3K4MEJ

pith:2023:NY3K4MEJTF32LY7CBDXGYYXCCM

not attested not anchored not stored refs pending

Quantile-Based Deep Reinforcement Learning using Two-Timescale Policy Gradient Algorithms

Jiaqiao Hu, Jinyang Jiang, Yijie Peng

arxiv:2305.07248 v1 · 2023-05-12 · 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{NY3K4MEJTF32LY7CBDXGYYXCCM}

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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

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments

Receipt and verification

First computed	2026-07-05T06:09:24.449207Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e36ae30899977a5e3e208ee6c62e2130daeb0ba27be9a12f08bc6ed173ff3b1

Aliases

arxiv: 2305.07248 · arxiv_version: 2305.07248v1 · doi: 10.48550/arxiv.2305.07248 · pith_short_12: NY3K4MEJTF32 · pith_short_16: NY3K4MEJTF32LY7C · pith_short_8: NY3K4MEJ

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/NY3K4MEJTF32LY7CBDXGYYXCCM \
  | 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: 6e36ae30899977a5e3e208ee6c62e2130daeb0ba27be9a12f08bc6ed173ff3b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "592540ea93c53abb5cc3dd3c3e85029907c664e067b96a67e39b7ed615c96eab",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-12T04:47:02Z",
    "title_canon_sha256": "a1692c1dc893b41affdc90e065a072ec99e79119175af9c070700dfe92733aaa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.07248",
    "kind": "arxiv",
    "version": 1
  }
}