Pith Number

pith:J6E5AMRI

pith:2025:J6E5AMRIO4RNKBRTG7JP5WT3AW

not attested not anchored not stored refs pending

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding

Ce Zheng, Jiahong Ning, Tingting Yang

arxiv:2507.12000 v2 · 2025-07-16 · eess.SP

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J6E5AMRIO4RNKBRTG7JP5WT3AW}

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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

3 papers in Pith

WISP: Waste- and Interference-Suppressed Distributed Speculative LLM Serving at the Edge via Dynamic Drafting and SLO-Aware Batching

WISV: Wireless-Informed Semantic Verification for Distributed Speculative Decoding in Device-Edge LLM Inference

CoVSpec: Efficient Device-Edge Co-Inference for Vision-Language Models via Speculative Decoding

Receipt and verification

First computed	2026-07-05T11:38:32.240503Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f89d032287722d5063337d2feda7b05b5253865c8a8b904d3a409d1a82078c4

Aliases

arxiv: 2507.12000 · arxiv_version: 2507.12000v2 · doi: 10.48550/arxiv.2507.12000 · pith_short_12: J6E5AMRIO4RN · pith_short_16: J6E5AMRIO4RNKBRT · pith_short_8: J6E5AMRI

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/J6E5AMRIO4RNKBRTG7JP5WT3AW \
  | 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: 4f89d032287722d5063337d2feda7b05b5253865c8a8b904d3a409d1a82078c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b6269bea4bcd8a2afc6f93dba52368e782cc00dd529229ca8475d48d706cda8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2025-07-16T07:55:06Z",
    "title_canon_sha256": "a6e67d02c043ec51f88e0c5cd773890ec9b85216b387ae5f2d4e1f5968b830cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.12000",
    "kind": "arxiv",
    "version": 2
  }
}