Pith Number

pith:QVNYVYOT

pith:2025:QVNYVYOTTO26MHICNV2AP5OZF6

not attested not anchored not stored refs pending

Fast and Cost-effective Speculative Edge-Cloud Decoding with Early Exits

Priyadarshini Panda, Souvik Kundu, Yeshwanth Venkatesha

arxiv:2505.21594 v1 · 2025-05-27 · cs.RO · 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{QVNYVYOTTO26MHICNV2AP5OZF6}

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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

4 papers in Pith

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

GELATO: Generative Entropy- and Lyapunov-based Adaptive Token Offloading for Device-Edge Speculative LLM Inference

DiP-SD: Distributed Pipelined Speculative Decoding for Efficient LLM Inference at the Edge

Networking-Aware Energy Efficiency in Agentic AI Inference: A Survey

Receipt and verification

First computed	2026-07-05T11:11:00.650972Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

855b8ae1d39bb5e61d026d7407f5d92f8bb8b25993ecd93b29a883e1b452c52f

Aliases

arxiv: 2505.21594 · arxiv_version: 2505.21594v1 · doi: 10.48550/arxiv.2505.21594 · pith_short_12: QVNYVYOTTO26 · pith_short_16: QVNYVYOTTO26MHIC · pith_short_8: QVNYVYOT

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/QVNYVYOTTO26MHICNV2AP5OZF6 \
  | 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: 855b8ae1d39bb5e61d026d7407f5d92f8bb8b25993ecd93b29a883e1b452c52f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7754a1b10369079668b1ebb37672b67935db00ac65aafaa7a189549a4036c677",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-05-27T14:55:16Z",
    "title_canon_sha256": "f0f0d3782a773439645881fca55292958349ba384d4c7e6372ea4c6ab16c9262"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.21594",
    "kind": "arxiv",
    "version": 1
  }
}