Pith Number

pith:FN7IUYAU

pith:2022:FN7IUYAUHL225Z6ZWHG76SGPBJ

not attested not anchored not stored refs pending

Hybrid Learning for Orchestrating Deep Learning Inference in Multi-user Edge-cloud Networks

Amir M.Rahmani, Anil Kanduri, Bryan Donyanavard, Dongjoo Seo, Nikil Dutt, Sina Shahhosseini, Tianyi Hu

arxiv:2202.11098 v1 · 2022-02-21 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FN7IUYAUHL225Z6ZWHG76SGPBJ}

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	2026-07-05T03:59:28.509839Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b7e8a60143af5aee7d9b1cdff48cf0a41563add0d6cab158f1621119670fb17

Aliases

arxiv: 2202.11098 · arxiv_version: 2202.11098v1 · doi: 10.48550/arxiv.2202.11098 · pith_short_12: FN7IUYAUHL22 · pith_short_16: FN7IUYAUHL225Z6Z · pith_short_8: FN7IUYAU

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/FN7IUYAUHL225Z6ZWHG76SGPBJ \
  | 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: 2b7e8a60143af5aee7d9b1cdff48cf0a41563add0d6cab158f1621119670fb17

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c916b81ecafa9db6e0e410e86e943c5fb3fa45cb0b7f67823fc46c426cd801a4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-21T21:50:50Z",
    "title_canon_sha256": "abc6712920e0fb5bfcc2b16c970191e70dfa73df711f38281679bdd777847155"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.11098",
    "kind": "arxiv",
    "version": 1
  }
}