Pith Number

pith:5PYCNDQM

pith:2024:5PYCNDQMLRL6QOOHSQLLF4NS65

not attested not anchored not stored refs pending

Reinforcement Learning Policy as Macro Regulator Rather than Macro Placer

Chao Qian, Ke Xue, Ruo-Tong Chen, Shixiong Kai, Siyuan Xu, Xi Lin, Yunqi Shi

arxiv:2412.07167 v1 · 2024-12-10 · 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{5PYCNDQMLRL6QOOHSQLLF4NS65}

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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.

Receipt and verification

First computed	2026-07-05T09:47:05.005390Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ebf0268e0c5c57e839c79416b2f1b2f754fd4e02b5fc8314f2ed37fc2dbfa36f

Aliases

arxiv: 2412.07167 · arxiv_version: 2412.07167v1 · doi: 10.48550/arxiv.2412.07167 · pith_short_12: 5PYCNDQMLRL6 · pith_short_16: 5PYCNDQMLRL6QOOH · pith_short_8: 5PYCNDQM

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/5PYCNDQMLRL6QOOHSQLLF4NS65 \
  | 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: ebf0268e0c5c57e839c79416b2f1b2f754fd4e02b5fc8314f2ed37fc2dbfa36f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9411d3e3ecce892e918cec69eab9c37edce206680de028acbc6c6887f0fa69e9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T04:01:21Z",
    "title_canon_sha256": "3ac40ff98c124460e8560eed4ecfce9ab56d392801b7d158efbc79ab16beefff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07167",
    "kind": "arxiv",
    "version": 1
  }
}