Pith. sign in
Pith Number

pith:MF64DMSS

pith:2024:MF64DMSSZDOVXBEVBJSX676VY3
not attested not anchored not stored refs pending

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding

Wenhao Zhuang, Yuyi Mao

arxiv:2412.21069 v1 · 2024-12-30 · eess.SY · cs.LG · cs.NI · cs.SY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MF64DMSSZDOVXBEVBJSX676VY3}

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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.
Receipt and verification
First computed 2026-07-05T09:55:26.799901Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

617dc1b252c8dd5b84950a657f7fd5c6fcc360cdce25d04095ebcf22f29a816e

Aliases

arxiv: 2412.21069 · arxiv_version: 2412.21069v1 · doi: 10.48550/arxiv.2412.21069 · pith_short_12: MF64DMSSZDOV · pith_short_16: MF64DMSSZDOVXBEV · pith_short_8: MF64DMSS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MF64DMSSZDOVXBEVBJSX676VY3 \
  | 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: 617dc1b252c8dd5b84950a657f7fd5c6fcc360cdce25d04095ebcf22f29a816e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8ef9950412542ba43f202fa38abf31678562d71fb42e19a58820aadefbb34a15",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-12-30T16:37:17Z",
    "title_canon_sha256": "f30dccaf9a8b95bac0426f46860e659acd12c6e3f07d3881a7a4235d85b9d9f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.21069",
    "kind": "arxiv",
    "version": 1
  }
}