Pith Number

pith:WGX3AGRZ

pith:2024:WGX3AGRZ3ASJ4XL2NZ62Y4XEGV

not attested not anchored not stored refs pending

Enhancing Kubernetes Automated Scheduling with Deep Learning and Reinforcement Techniques for Large-Scale Cloud Computing Optimization

Qiaozhi Bao, Wenpin Qian, Yanlin Zhou, Yulu Gong, Zheng Xu

arxiv:2403.07905 v1 · 2024-02-26 · cs.DC · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WGX3AGRZ3ASJ4XL2NZ62Y4XEGV}

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.

Cited by

1 paper in Pith

AGMARL-DKS: An Adaptive Graph-Enhanced Multi-Agent Reinforcement Learning for Dynamic Kubernetes Scheduling

Receipt and verification

First computed	2026-07-05T07:55:31.633864Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b1afb01a39d8249e5d7a6e7dac72e43566ec9225ee5755ab01a1e43ffbaeda48

Aliases

arxiv: 2403.07905 · arxiv_version: 2403.07905v1 · doi: 10.48550/arxiv.2403.07905 · pith_short_12: WGX3AGRZ3ASJ · pith_short_16: WGX3AGRZ3ASJ4XL2 · pith_short_8: WGX3AGRZ

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/WGX3AGRZ3ASJ4XL2NZ62Y4XEGV \
  | 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: b1afb01a39d8249e5d7a6e7dac72e43566ec9225ee5755ab01a1e43ffbaeda48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d0999b0c2dc96279b7e05260082ffc1bca3bae99488abacd75f29284c2d091e3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-02-26T13:12:44Z",
    "title_canon_sha256": "fa2ad01829ede95332b5d25dda48e5c7c9f1a7ad4b21ef1788fbe8a850036983"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.07905",
    "kind": "arxiv",
    "version": 1
  }
}