Pith Number

pith:L2AXAXIY

pith:2025:L2AXAXIYPTCTLUDDHHM3XLYQQ5

not attested not anchored not stored refs pending

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges

Haozhao Wang, Jingling Yuan, Ruixuan Li, Rui Zhang, Senyao Li, Song Guo, Tianwei Zhang, Wenchao Xu, Xian Zhong

arxiv:2507.16731 v1 · 2025-07-22 · 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{L2AXAXIYPTCTLUDDHHM3XLYQQ5}

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

5 papers in Pith

An Efficient and Privacy-Preserving Architecture for Cross-Institutional Collaborative RAG

PrivScope: Task-scoped Disclosure Control for Hybrid Agentic Systems

RailVQA: A Benchmark and Framework for Efficient Interpretable Visual Cognition in Automatic Train Operation

Administrative Decentralization in Edge-Cloud Multi-Agent for Mobile Automation

Cloud-native and Distributed Systems for Efficient and Scalable Large Language Models -- A Research Agenda

Receipt and verification

First computed	2026-07-05T11:41:30.041779Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e81705d187cc535d06339d9bbaf10876b64c9a86d85efd4dcc1ae5e4fdd4265

Aliases

arxiv: 2507.16731 · arxiv_version: 2507.16731v1 · doi: 10.48550/arxiv.2507.16731 · pith_short_12: L2AXAXIYPTCT · pith_short_16: L2AXAXIYPTCTLUDD · pith_short_8: L2AXAXIY

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/L2AXAXIYPTCTLUDDHHM3XLYQQ5 \
  | 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: 5e81705d187cc535d06339d9bbaf10876b64c9a86d85efd4dcc1ae5e4fdd4265

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb2c70c36dc9f954c056d72f2d26147142a6686a37dc5def8fe9c8693466c576",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-07-22T16:13:43Z",
    "title_canon_sha256": "9b519c1ba24dab241b066f8c242b8144d885ee237646946d04c0da8ffc13a5c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.16731",
    "kind": "arxiv",
    "version": 1
  }
}