Pith Number

pith:KKO7G6KC

pith:2025:KKO7G6KC6M2NOL7CFE4OIA42SZ

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning for Adaptive Resource Orchestration in Cloud-Native Clusters

Guanzi Yao, Heyao Liu, Linyan Dai

arxiv:2508.10253 v1 · 2025-08-14 · 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{KKO7G6KC6M2NOL7CFE4OIA42SZ}

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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	2026-07-05T11:53:52.231931Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

529df37942f334d72fe22938e4039a96568cbd835d90e8a7d1b532672298ef78

Aliases

arxiv: 2508.10253 · arxiv_version: 2508.10253v1 · doi: 10.48550/arxiv.2508.10253 · pith_short_12: KKO7G6KC6M2N · pith_short_16: KKO7G6KC6M2NOL7C · pith_short_8: KKO7G6KC

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/KKO7G6KC6M2NOL7CFE4OIA42SZ \
  | 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: 529df37942f334d72fe22938e4039a96568cbd835d90e8a7d1b532672298ef78

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02e15c86b83fb83d1db69ec8f7c0be65573740baaa8885ea6d874d88918cc8f1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-14T00:43:20Z",
    "title_canon_sha256": "c181fb130e5477d7c5d437ac974d049918cc21657530d03d22f0b126858e61b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.10253",
    "kind": "arxiv",
    "version": 1
  }
}