Pith Number

pith:QYYAZYPG

pith:2023:QYYAZYPGRAABPANMYXIQXDTD7D

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Inventory Networks: Toward Reliable Policy Optimization

Daniel Russo, Matias Alvo, Minuk Lee, Yash Kanoria

arxiv:2306.11246 v3 · 2023-06-20 · 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{QYYAZYPGRAABPANMYXIQXDTD7D}

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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

3 papers in Pith

Ready from Day 1: Population-Aware Coordination for Large-Scale Constrained Multi-Agent Systems

Policy Optimization in Hybrid Discrete-Continuous Action Spaces via Mixed Gradients

Receipt and verification

First computed	2026-07-05T12:09:08.776215Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86300ce1e688001781acc5d10b8e63f8f4a7c4a636e3ace46db27733792bae89

Aliases

arxiv: 2306.11246 · arxiv_version: 2306.11246v3 · doi: 10.48550/arxiv.2306.11246 · pith_short_12: QYYAZYPGRAAB · pith_short_16: QYYAZYPGRAABPANM · pith_short_8: QYYAZYPG

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/QYYAZYPGRAABPANMYXIQXDTD7D \
  | 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: 86300ce1e688001781acc5d10b8e63f8f4a7c4a636e3ace46db27733792bae89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e4f33e002d18b0770bf71fd57da3f15226bf8057bf29abfc8dffa1256dc4617",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-20T02:58:25Z",
    "title_canon_sha256": "c16a6fa2b0690bdb5dd7ee0c3a860b48730cc296f2cd7d23df35b4756783de8e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.11246",
    "kind": "arxiv",
    "version": 3
  }
}