Pith Number

pith:PYHO4DFX

pith:2022:PYHO4DFX5H5NZYZKCSTL2DCQPG

not attested not anchored not stored refs pending

A Meta Reinforcement Learning Approach for Predictive Autoscaling in the Cloud

Chao Qu, Cong Liao, James Zhang, Jianguo Li, Lei Lei, Lintao Ma, Shijun Wang, Shiyi Zhu, Shiyu Wang, Siqiao Xue, Xiaoming Shi, Xiaoyu Tan, Yangfei Zheng, Yun Hu

arxiv:2205.15795 v1 · 2022-05-31 · 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{PYHO4DFX5H5NZYZKCSTL2DCQPG}

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.

Receipt and verification

First computed	2026-07-05T04:28:02.521147Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e0eee0cb7e9fadce32a14a6bd0c5079b3595194fb3de12de8c783eb79a71634

Aliases

arxiv: 2205.15795 · arxiv_version: 2205.15795v1 · doi: 10.48550/arxiv.2205.15795 · pith_short_12: PYHO4DFX5H5N · pith_short_16: PYHO4DFX5H5NZYZK · pith_short_8: PYHO4DFX

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/PYHO4DFX5H5NZYZKCSTL2DCQPG \
  | 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: 7e0eee0cb7e9fadce32a14a6bd0c5079b3595194fb3de12de8c783eb79a71634

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0751474d581cebc33792436f982483f0f6ae47d3d5759cd2a6ad9224dfefc7a0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-31T13:54:04Z",
    "title_canon_sha256": "c39fa20333211070ec2d9a0660740cac6d6ba1de40c4a3120a9b98a015cdc9aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.15795",
    "kind": "arxiv",
    "version": 1
  }
}