Pith Number

pith:H2COJALS

pith:2023:H2COJALSXXNECD3KM44CWEJ5HA

not attested not anchored not stored refs pending

On-demand Cold Start Frequency Reduction with Off-Policy Reinforcement Learning in Serverless Computing

Maria A. Rodriguez, Rajkumar Buyya, Siddharth Agarwal

arxiv:2308.07541 v2 · 2023-08-15 · cs.DC · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H2COJALSXXNECD3KM44CWEJ5HA}

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	2026-07-05T09:34:33.155987Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e84e48172bdda410f6a67382b113d3839516d9ed3601956d81cd029effd320d

Aliases

arxiv: 2308.07541 · arxiv_version: 2308.07541v2 · doi: 10.48550/arxiv.2308.07541 · pith_short_12: H2COJALSXXNE · pith_short_16: H2COJALSXXNECD3K · pith_short_8: H2COJALS

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/H2COJALSXXNECD3KM44CWEJ5HA \
  | 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: 3e84e48172bdda410f6a67382b113d3839516d9ed3601956d81cd029effd320d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d9e9d2917a6cd8cebf6c8212f6798275b382bcbf8b09f466428fdd2a09257ff",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2023-08-15T03:01:41Z",
    "title_canon_sha256": "85a810763e00c72bc7a9044940d852fde791bcd621e9f3a0c046a50fec9e4f33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.07541",
    "kind": "arxiv",
    "version": 2
  }
}