Pith Number

pith:XKDWHPCV

pith:2021:XKDWHPCVGLK4WWV3FZQXT6GYQ6

not attested not anchored not stored refs pending

Deep Reinforcement Learning-based Methods for Resource Scheduling in Cloud Computing: A Review and Future Directions

Guangyao Zhou, Liang Song, Rajkumar Buyya, Ruini Xue, Wenhong Tian

arxiv:2105.04086 v2 · 2021-05-10 · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XKDWHPCVGLK4WWV3FZQXT6GYQ6}

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	2026-07-05T09:38:19.489816Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba8763bc5532d5cb5abb2e6179f8d887964dda094b2827f078a85fe92d424b73

Aliases

arxiv: 2105.04086 · arxiv_version: 2105.04086v2 · doi: 10.48550/arxiv.2105.04086 · pith_short_12: XKDWHPCVGLK4 · pith_short_16: XKDWHPCVGLK4WWV3 · pith_short_8: XKDWHPCV

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/XKDWHPCVGLK4WWV3FZQXT6GYQ6 \
  | 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: ba8763bc5532d5cb5abb2e6179f8d887964dda094b2827f078a85fe92d424b73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d595c36a95cc6daf5baa66a2fb55ea97d17ebf60b6ca4a81dbbbc017108d3bb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2021-05-10T03:07:35Z",
    "title_canon_sha256": "978dc2c74f4999401a72841137617eeb8ce190f7a453894b058a1218b3ec09cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.04086",
    "kind": "arxiv",
    "version": 2
  }
}