Pith Number

pith:K4J3NPYV

pith:2023:K4J3NPYVW3X3AEWBNKEEEDDD4V

not attested not anchored not stored refs pending

A Review of Deep Reinforcement Learning in Serverless Computing: Function Scheduling and Resource Auto-Scaling

Amjad Yousef Majid, Eduard Marin

arxiv:2311.12839 v1 · 2023-10-05 · 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{K4J3NPYVW3X3AEWBNKEEEDDD4V}

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	2026-07-05T07:15:19.305896Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5713b6bf15b6efb012c16a88420c63e56abf06ff68b6d018e7780912b5babad7

Aliases

arxiv: 2311.12839 · arxiv_version: 2311.12839v1 · doi: 10.48550/arxiv.2311.12839 · pith_short_12: K4J3NPYVW3X3 · pith_short_16: K4J3NPYVW3X3AEWB · pith_short_8: K4J3NPYV

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/K4J3NPYVW3X3AEWBNKEEEDDD4V \
  | 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: 5713b6bf15b6efb012c16a88420c63e56abf06ff68b6d018e7780912b5babad7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "159446ff97bef7ed86b602c368c19c36b3408bcef6f3d6fc742fc296a2b8dd7c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2023-10-05T09:26:04Z",
    "title_canon_sha256": "c2154790f86229725da26f4c3662faa2dca59a6fc23f8bb9cd7c79ccb429bf8d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.12839",
    "kind": "arxiv",
    "version": 1
  }
}