Pith Number

pith:2HW5WZFJ

pith:2026:2HW5WZFJ7EARICBQ6UDDZYOMVG

not attested not anchored not stored refs pending

CANS: Accelerating Multiuser Collaborative Edge Inference via Cooperative Autodidactic NeuroSurgeon

Changyao Lin, Jie Liu, Zenglin Xu, Zheshun Wu, Ziyang Zhang

arxiv:2606.09175 v1 · 2026-06-08 · cs.LG · cs.AI · 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{2HW5WZFJ7EARICBQ6UDDZYOMVG}

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	2026-06-09T02:08:04.776835Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1eddb64a9f901140830f5063ce1cca99d67d1ca8c2ccf496a84ed265d43224c

Aliases

arxiv: 2606.09175 · arxiv_version: 2606.09175v1 · doi: 10.48550/arxiv.2606.09175 · pith_short_12: 2HW5WZFJ7EAR · pith_short_16: 2HW5WZFJ7EARICBQ · pith_short_8: 2HW5WZFJ

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/2HW5WZFJ7EARICBQ6UDDZYOMVG \
  | 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: d1eddb64a9f901140830f5063ce1cca99d67d1ca8c2ccf496a84ed265d43224c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "abf1579296c4c49e55154c299ccbc5a2a63438429645043ea9a56f6137f313cc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-08T08:14:22Z",
    "title_canon_sha256": "7ae759e6f0110c0e2ae0e997ccd1005c4eeb40f8d896fdfeb9752e18d34f9ad9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.09175",
    "kind": "arxiv",
    "version": 1
  }
}