Paper Citation Record · LEDGER

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism

As of 8 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2505.23219.

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

pith.paper-citation-record.v1
2505.23219 v2

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:02:10.198594Z

measured 41 of 41 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

41 of 41 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 24ae3333-f6f1-45e2-97c8-e76e0b08e213 · outbound

This paper cites Efficient memory management for large language model serving with pagedattention,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Efficient memory management for large language model serving with pagedattention,

Reference 1

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Observation 91206771-a7bc-4a05-a2bb-0b33cdef305d · outbound

This paper cites Specinfer: Accelerating large language model serving with tree-based speculative inference and ver- ification,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Specinfer: Accelerating large language model serving with tree-based speculative inference and ver- ification,

Reference 2

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Observation 9fb6f691-5aac-4615-bf7b-817a44725dce · outbound

This paper cites Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 3

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Observation 94627f43-b782-4c43-bcd0-91244600d07d · outbound

This paper cites Break the sequential dependency of LLM inference using lookahead decoding,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Break the sequential dependency of LLM inference using lookahead decoding,

Reference 4

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Observation a371d8a0-6efc-4a5c-9ca1-5897462139c6 · outbound

This paper cites Codl: efficient CPU-GPU co-execution for deep learning inference on mobile devices,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Codl: efficient CPU-GPU co-execution for deep learning inference on mobile devices,

Reference 5

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Observation 4e581d66-b47b-4ca8-b845-521ed67b90f7 · outbound

This paper cites Edgenn: Efficient neural network inference for cpu-gpu integrated edge devices,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Edgenn: Efficient neural network inference for cpu-gpu integrated edge devices,

Reference 6

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Observation 0c9e5fbb-7dfa-4666-9e70-05434b1d00ee · outbound

This paper cites High-throughput cnn inference on embedded arm big. little multicore processors,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism High-throughput cnn inference on embedded arm big. little multicore processors,

Reference 7

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Observation 32fc7452-b213-4759-93c1-5844b13f9b00 · outbound

This paper cites Dopia: online parallelism management for integrated cpu/gpu archi- tectures,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Dopia: online parallelism management for integrated cpu/gpu archi- tectures,

Reference 8

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Observation c2baf9dd-8904-47ae-9ed1-bba66802decb · outbound

This paper cites Apple m4,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Apple m4,

Reference 9

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Observation a9dad62b-73f1-495f-8299-3ae6003b911f · outbound

This paper cites vllm github,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism vllm github,

Reference 10

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Observation 58b9bea6-9407-493a-97a4-732d593c3e7f · outbound

This paper cites Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 11

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Observation cefeb681-f9e5-4b0f-bc37-fde6ef58283c · outbound

This paper cites Galaxy: A Resource-Efficient Collaborative Edge AI System for In-situ Transformer Inference.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Galaxy: A Resource-Efficient Collaborative Edge AI System for In-situ Transformer Inference

Reference 12

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This paper cites Intel core ultra processor family,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Intel core ultra processor family,

Reference 13

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Observation f3fc7d8d-41d0-46f8-9d9f-ff0a5f54c87e · outbound

This paper cites Meet jetson, the platform for ai at the edge,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Meet jetson, the platform for ai at the edge,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:02:14.344380Z

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Observation f5589f97-86ef-487d-8f49-38482ae3dc32 · outbound

This paper cites Communication effi- cient distributed machine learning with the parameter server,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Communication effi- cient distributed machine learning with the parameter server,

Reference 15

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Observation f016866a-0884-484b-9494-5f9d5be016f1 · outbound

This paper cites Deepspeed ulysses: System optimizations for enabling training of extreme long sequence transformer models,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Deepspeed ulysses: System optimizations for enabling training of extreme long sequence transformer models,

Reference 16

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Observation 5a4f5d34-2367-49d8-981a-1361d9009a5b · outbound

This paper cites Codl: efficient cpu-gpu co-execution for deep learning inference on mobile devices.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Codl: efficient cpu-gpu co-execution for deep learning inference on mobile devices

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:02:13.472004Z

Source-reported events for the cited work

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Observation 9c66d894-9c9a-4eb7-98b3-69b0b4c28a22 · outbound

This paper cites Attention is all you need,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Attention is all you need,

Reference 18

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Observation 5bb6186d-b056-45b1-953a-ddd20e647f17 · outbound

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

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 19

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This paper cites EAGLE: speculative sampling requires rethinking feature uncertainty,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism EAGLE: speculative sampling requires rethinking feature uncertainty,

Reference 20

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Observation 9f73d127-3366-4a33-8495-f3a5a873b60d · outbound

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Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Apple a17,

Reference 21

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Observation d9580a79-5031-479f-be40-09730113aa80 · outbound

This paper cites Amd reveals next-gen desktop processors for extreme pc gam- ing and creator performance,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Amd reveals next-gen desktop processors for extreme pc gam- ing and creator performance,

Reference 22

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Observation 0a0d0a69-c945-4d6d-b371-6b32b9cb5ad6 · outbound

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Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Qualcomm snapdragon,

Reference 23

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Observation 0ee5fff8-57fe-4f4d-8b57-00257fc7c042 · outbound

This paper cites Ring Attention with Blockwise Transformers for Near-Infinite Context.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Ring Attention with Blockwise Transformers for Near-Infinite Context

Reference 24

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This paper cites Flashattention: Fast and memory-efficient exact attention with io-awareness,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Flashattention: Fast and memory-efficient exact attention with io-awareness,

Reference 25

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This paper cites Wave quantization,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Wave quantization,

Reference 26

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This paper cites Nvidia fastertransformer: Transformer related optimization, including bert, gpt,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Nvidia fastertransformer: Transformer related optimization, including bert, gpt,

Reference 27

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Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Ctranslate2,

Reference 28

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This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Judging llm-as-a-judge with mt-bench and chatbot arena,

Reference 29

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Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism LLaMA: Open and Efficient Foundation Language Models

Reference 30

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This paper cites Training Verifiers to Solve Math Word Problems.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Training Verifiers to Solve Math Word Problems

Reference 31

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Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Evaluating Large Language Models Trained on Code

Reference 32

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Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Program Synthesis with Large Language Models

Reference 33

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Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Edgenn: Efficient neural network inference for CPU-GPU integrated edge devices,

Reference 34

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Observation 5c1462e8-01ac-4aa8-b1ee-df2badc6a558 · outbound

This paper cites Taming {Throughput-Latency} tradeoff in {LLM} inference with {Sarathi-Serve},.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Taming {Throughput-Latency} tradeoff in {LLM} inference with {Sarathi-Serve},

Reference 35

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Observation c58228b5-db65-4718-9996-92174d32b9aa · outbound

This paper cites Communication-efficient model parallelism for distributed in-situ trans- former inference,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Communication-efficient model parallelism for distributed in-situ trans- former inference,

Reference 36

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This paper cites Petals: Collaborative Inference and Fine-tuning of Large Models.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Petals: Collaborative Inference and Fine-tuning of Large Models

Reference 37

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This paper cites Asymo: scalable and efficient deep-learning inference on asymmetric mobile cpus,.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Asymo: scalable and efficient deep-learning inference on asymmetric mobile cpus,

Reference 38

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Observation d0fb433f-8dc3-4c79-b65e-8b1912fdd96f · outbound

This paper cites Sequoia: Scalable, Robust, and Hardware-aware Speculative Decoding.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism Sequoia: Scalable, Robust, and Hardware-aware Speculative Decoding

Reference 39

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This paper cites LLMCad: Fast and Scalable On-device Large Language Model Inference.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism LLMCad: Fast and Scalable On-device Large Language Model Inference

Reference 40

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Observation 84bb3486-6f11-49d1-900f-b3d522f463cb · outbound

This paper cites DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models

Reference 2023

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Source-reported events for the cited work

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Pith citing papers

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