Pith Number

pith:ARTNEYOF

pith:2025:ARTNEYOFWNG3CPGLYDE7P47MSK

not attested not anchored not stored refs pending

Collaborative Multi-Agent Reinforcement Learning Approach for Elastic Cloud Resource Scaling

Bruce Fang, Danyi Gao

arxiv:2507.00550 v1 · 2025-07-01 · 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{ARTNEYOFWNG3CPGLYDE7P47MSK}

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

Structure-Learnable Adapter Fine-Tuning for Parameter-Efficient Large Language Models

Receipt and verification

First computed	2026-07-05T11:30:10.628858Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0466d261c5b34db13ccbc0c9f7f3ec92ab56b4062dd99dc00af36c9d76a19ac0

Aliases

arxiv: 2507.00550 · arxiv_version: 2507.00550v1 · doi: 10.48550/arxiv.2507.00550 · pith_short_12: ARTNEYOFWNG3 · pith_short_16: ARTNEYOFWNG3CPGL · pith_short_8: ARTNEYOF

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/ARTNEYOFWNG3CPGLYDE7P47MSK \
  | 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: 0466d261c5b34db13ccbc0c9f7f3ec92ab56b4062dd99dc00af36c9d76a19ac0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cec02291814e0078d770c90e2e1d540093228aa0daa62b4fd1aab8dde06e56f9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-07-01T08:14:41Z",
    "title_canon_sha256": "8777407435b9a46e2db34ce1842caf5ed812d64af27a2a38ab8ee2dd1a1a9220"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.00550",
    "kind": "arxiv",
    "version": 1
  }
}