Paper Citation Record · LEDGER

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding

As of 8 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2508.12590.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2508.12590 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:31:39.052107Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

17 of 17 outbound references displayed

verified exact0
verified fuzzy10
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 13ffb03c-64ba-4c7f-8177-5843e13104ef · outbound

This paper cites Harnessing the power of llms in practice: A survey on chatgpt and beyond,.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding Harnessing the power of llms in practice: A survey on chatgpt and beyond,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:31:39.461160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e68eeda1-f9d8-4850-a7e5-c2f12fb57fdd · outbound

This paper cites Pushing Large Language Models to the 6G Edge: Vision, Challenges, and Opportunities.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding Pushing Large Language Models to the 6G Edge: Vision, Challenges, and Opportunities

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T19:31:39.005967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90689d9d-85e8-4f72-83f0-02512697cc30 · outbound

This paper cites Hybrid slm and llm for edge-cloud collaborative inference,.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding Hybrid slm and llm for edge-cloud collaborative inference,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:31:39.451366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fbdc6fd9-d6e9-4907-ab36-08da220991de · outbound

This paper cites Fast inference from trans- formers via speculative decoding,.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding Fast inference from trans- formers via speculative decoding,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:31:39.441705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 81bbfd8e-ab94-4f7e-8c4a-830767f993fe · outbound

This paper cites DistillSpec: Improving Speculative Decoding via Knowledge Distillation.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T19:31:39.016413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d0d7295-cda8-4254-a264-dfb25f134a61 · outbound

This paper cites Uncertainty-aware hybrid inference with on-device small and remote large language models,.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding Uncertainty-aware hybrid inference with on-device small and remote large language models,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:31:39.431631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dbfd4561-579e-4f76-b464-79dd46aef187 · outbound

This paper cites Uncertainty-aware opportunistic hybrid language model in wireless robotic systems,.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding Uncertainty-aware opportunistic hybrid language model in wireless robotic systems,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:31:39.411228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f0b85060-eb4e-4bc8-9d85-93284ee55516 · outbound

This paper cites Seeing far and clearly: Mitigating halluci- nations in mllms with attention causal decoding,.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding Seeing far and clearly: Mitigating halluci- nations in mllms with attention causal decoding,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:31:39.397924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3c9b5960-3ac4-42fd-9706-84f200110ca4 · outbound

This paper cites Understanding the metropolis-hastings algorithm,.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding Understanding the metropolis-hastings algorithm,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:31:39.378874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 130c4ab6-96f5-4c1c-a11f-e393be730b73 · outbound

This paper cites Attention Score is not All You Need for Token Importance Indicator in KV Cache Reduction: Value Also Matters.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding Attention Score is not All You Need for Token Importance Indicator in KV Cache Reduction: Value Also Matters

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T19:31:39.031313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b3dc1b0-98b5-458e-a22b-c7ebd21d54ec · outbound

This paper cites Latte: Low-precision approximate attention with head-wise trainable threshold for efficient transformer,.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding Latte: Low-precision approximate attention with head-wise trainable threshold for efficient transformer,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:31:39.341197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation afd689fe-6809-4571-98fd-d42752e95ac7 · outbound

This paper cites Energon: Toward efficient acceleration of transformers using dynamic sparse attention,.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding Energon: Toward efficient acceleration of transformers using dynamic sparse attention,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:31:39.259478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fae26586-119d-4841-ba5f-6bd02c280899 · outbound

This paper cites TinyLlama: An Open-Source Small Language Model.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding TinyLlama: An Open-Source Small Language Model

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T19:31:39.039834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 079bf107-d6d2-426b-9f3b-5d8852fbc3a6 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T19:31:39.043735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 966da510-63e7-4b40-a262-12ba3c6448d5 · outbound

This paper cites Stanford alpaca: An instruction-following llama model,.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding Stanford alpaca: An instruction-following llama model,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T19:31:39.046483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff3167e8-2ec7-4f99-bb73-feafd452aaf7 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding BERTScore: Evaluating Text Generation with BERT

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T19:31:39.049209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36761e8f-6eb2-4193-8387-555625992248 · outbound

This paper cites Joint computation and communication cooperation for energy-efficient mobile edge comput- ing,.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding Joint computation and communication cooperation for energy-efficient mobile edge comput- ing,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:31:39.162658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.