Paper Citation Record · LEDGER

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference

As of 8 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2608.00577.

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

pith.paper-citation-record.v1
2608.00577 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T00:37:29.109326Z

measured 37 of 37 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

37 of 37 outbound references displayed

verified exact1
verified fuzzy31
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b44c0e6e-7654-456c-bfd1-dbda15778e80 · outbound

This paper cites A Survey of Large Language Models,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference A Survey of Large Language Models,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.431846Z

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 e56fcfe9-a4c7-4def-98b4-a72adb11d91f · outbound

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

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T00:37:29.015508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c22d1e7f-424c-45eb-8900-437694b30108 · outbound

This paper cites GPT-4 Technical Report.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference GPT-4 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T00:37:29.018816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a00b507-4eac-4d9e-a6a1-aa474cdfd5cf · outbound

This paper cites A Survey on Large Language Model Based Autonomous Agents,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference A Survey on Large Language Model Based Autonomous Agents,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.423620Z

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 22331976-b466-41f7-a802-17c4a0f2bcc4 · outbound

This paper cites A Survey on Multimodal Large Language Models,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference A Survey on Multimodal Large Language Models,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.416288Z

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 0a6d92de-f11c-4471-a815-d5dc00e9b470 · outbound

This paper cites EdgeShard: Efficient LLM Inference via Collaborative Edge Computing,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference EdgeShard: Efficient LLM Inference via Collaborative Edge Computing,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.408530Z

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 0f59eacc-b877-47aa-96fd-a0a29bb0bef9 · outbound

This paper cites FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPU,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPU,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.400579Z

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 9def8710-8511-4154-a434-78407698cc90 · outbound

This paper cites Mobile Edge Intelligence for Large Language Models: A Contemporary Survey,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Mobile Edge Intelligence for Large Language Models: A Contemporary Survey,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.392806Z

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 a7bc22a2-8608-4cf5-ba0c-1a3a6b5d673a · outbound

This paper cites A Review on edge large language models: Design, Execution, and Applications,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference A Review on edge large language models: Design, Execution, and Applications,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.385089Z

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 38b96797-115f-4a66-ab71-f38e2e6cab29 · outbound

This paper cites LLM-based edge intelligence: A Comprehensive survey on Architectures, Applications, Security and Trustworthiness,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference LLM-based edge intelligence: A Comprehensive survey on Architectures, Applications, Security and Trustworthiness,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.377760Z

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 81cf097d-ff20-4bae-ba14-11cc338e16df · outbound

This paper cites Efficient Inference for edge large language models: A Survey,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Efficient Inference for edge large language models: A Survey,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.370270Z

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 ab34e99e-6927-42d2-9800-225087b008a8 · outbound

This paper cites Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.362184Z

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 c803e0c2-0bc9-4470-8a6c-9e3f570c2c0d · outbound

This paper cites Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.354581Z

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 d372b4b7-f143-432d-8df1-917382280859 · outbound

This paper cites Mixtral of Experts.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Mixtral of Experts

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T00:37:29.050185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dbd1280-86be-4709-a542-8d32f1fd8085 · outbound

This paper cites MoE-Infinity: Efficient MoE Inference on Personal Machines with Sparsity-Aware Expert Cache.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference MoE-Infinity: Efficient MoE Inference on Personal Machines with Sparsity-Aware Expert Cache

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T00:37:29.052904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72fc89c5-df56-4ef1-bf12-0be814359834 · outbound

This paper cites Tutel: Adaptive Mixture-of-Experts at Scale,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Tutel: Adaptive Mixture-of-Experts at Scale,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.346287Z

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 a3fc83cc-03b3-4cf0-8196-40295b416f82 · outbound

This paper cites MegaBlocks: Efficient Sparse Training with Mixture-of-Experts,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference MegaBlocks: Efficient Sparse Training with Mixture-of-Experts,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.338867Z

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 05be73d8-fe89-44fd-98e4-000ea49e22aa · outbound

This paper cites MegaScale: Scaling Large Language Model Training to More Than 10,000 GPUs,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference MegaScale: Scaling Large Language Model Training to More Than 10,000 GPUs,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.331641Z

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 8b42d4d4-9633-4d5c-ae8d-25c6e7e4a4db · outbound

This paper cites D2MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference D2MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.323839Z

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 e021a637-f48c-4943-a9da-903c3293a4ff · outbound

This paper cites SiDA-MoE: Sparsity-Inspired Data-Aware Serving for Efficient and Scalable Large Mixture-of-Experts Models,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference SiDA-MoE: Sparsity-Inspired Data-Aware Serving for Efficient and Scalable Large Mixture-of-Experts Models,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.315517Z

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 02e47496-3dd2-49a4-9cdb-86921cdce939 · outbound

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

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Petals: Collaborative Inference and Fine-tuning of Large Models,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.307636Z

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 a8f20f64-188c-45fc-926e-a12c82a7d1d4 · outbound

This paper cites Accelerating Edge Inference for Distributed MoE Models with Latency-Optimized Expert Placement.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Accelerating Edge Inference for Distributed MoE Models with Latency-Optimized Expert Placement

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T00:37:29.070663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d29abeb0-c151-4048-aa92-4b5430c4aaf5 · outbound

This paper cites EdgeMoE: Empowering Sparse Large Language Models on Mobile Devices,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference EdgeMoE: Empowering Sparse Large Language Models on Mobile Devices,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.299012Z

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 3d5434fe-ff90-432d-90e3-42d25d4c9fcd · outbound

This paper cites Mixture-of-Experts for Distributed Edge Computing with Channel-Aware Gating Function,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Mixture-of-Experts for Distributed Edge Computing with Channel-Aware Gating Function,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.290984Z

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 b1b82d8f-1c38-44e7-9043-b176ac939269 · outbound

This paper cites Neurosurgeon: Collaborative Intelligence Between the Cloud and Mobile Edge,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Neurosurgeon: Collaborative Intelligence Between the Cloud and Mobile Edge,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.282817Z

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 4491d771-3725-4099-a079-f6d953fc27db · outbound

This paper cites Distributed Deep Neural Networks over the Cloud, the Edge and End Devices,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Distributed Deep Neural Networks over the Cloud, the Edge and End Devices,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.275177Z

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 7e90d278-11d1-4127-a1a7-0b4599801156 · outbound

This paper cites JointDNN: An Efficient Training and Inference Engine for Intelligent Mobile Cloud Computing Services,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference JointDNN: An Efficient Training and Inference Engine for Intelligent Mobile Cloud Computing Services,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.267225Z

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 23e3d3a1-96bf-4dd3-af75-bf352c1fd4e4 · outbound

This paper cites Mobility and Cost Aware Inference Accelerating Algorithm for Edge Intelligence,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Mobility and Cost Aware Inference Accelerating Algorithm for Edge Intelligence,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.258791Z

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 81304493-09f6-41ae-acb6-bf8e286137be · outbound

This paper cites Joint Optimization of Model Partitioning and Resource Allocation for Edge Computing with Intermittently Operating Devices,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Joint Optimization of Model Partitioning and Resource Allocation for Edge Computing with Intermittently Operating Devices,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.251048Z

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 b803fbab-7133-4947-9f92-99103eb18f41 · outbound

This paper cites HAPI: Hardware-Aware Progressive Inference,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference HAPI: Hardware-Aware Progressive Inference,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.243001Z

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 31dc5073-8424-48a2-b9a1-509fd6922cd6 · outbound

This paper cites Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.234692Z

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 788885d9-4526-4e50-aa7e-10f3298252e2 · outbound

This paper cites Large Scale Distributed Deep Networks,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference Large Scale Distributed Deep Networks,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.226017Z

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 5c1b73ef-b4ba-4836-9c58-c82e312ced96 · outbound

This paper cites QLoRA: Efficient Finetuning of Quantized LLMs,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference QLoRA: Efficient Finetuning of Quantized LLMs,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.217237Z

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 9bc4c303-0765-421b-8819-d748d5fb943d · outbound

This paper cites OPTQ: Accurate Quantization for Generative Pre-trained Transformers,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference OPTQ: Accurate Quantization for Generative Pre-trained Transformers,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.208388Z

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 ac29c009-ca2d-42a6-a769-b25ab9662e8e · outbound

This paper cites SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.199546Z

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 d1a994a0-0333-45a2-aded-0564651588f6 · outbound

This paper cites AWQ: Activation-Aware Weight Quantization for LLM Compression and Acceleration,.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference AWQ: Activation-Aware Weight Quantization for LLM Compression and Acceleration,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T00:37:29.190672Z

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 515cb431-8843-43a2-b2ee-80e4056a1c95 · outbound

This paper cites OrderMoE: An expert similarity driven distributed edge MoE inference.

HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference OrderMoE: An expert similarity driven distributed edge MoE inference

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-08-05T00:37:29.141479Z

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.