FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation | Paper Citation Record

Observation 2003e018-0440-4e36-9dfb-6de14747766e · outbound

This paper cites https://www.apple.com/ apple-intelligence/, Sep, 2025.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation https://www.apple.com/ apple-intelligence/, Sep, 2025

Reference 1

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Observation 53ebb101-aa19-48f1-9283-745f022bf064 · outbound

This paper cites https://www.samsung.com/us/ galaxy-ai/, Sep, 2025.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation https://www.samsung.com/us/ galaxy-ai/, Sep, 2025

Reference 2

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Observation fee48ea4-bea0-404e-a1c0-a72d38361a47 · outbound

This paper cites https://www.cvedetails.com/ version-list/33/47/1/Linux-Linux-Kernel.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation https://www.cvedetails.com/ version-list/33/47/1/Linux-Linux-Kernel

Reference 3

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Observation d8bff5a4-d787-4c94-823c-252a844a3f61 · outbound

This paper cites https://www.stackscale.com/blog/ linux-kernel-surpasses-40-million-lines-code/ , Sep, 2025.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation https://www.stackscale.com/blog/ linux-kernel-surpasses-40-million-lines-code/ , Sep, 2025

Reference 4

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Observation aeccf4aa-a9c1-4bf5-9efc-d5b03c32a036 · outbound

This paper cites Phi-4 Technical Report.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Phi-4 Technical Report

Reference 5

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Observation a5875429-d501-4510-b578-1f6c30e70ca8 · outbound

This paper cites stress-ng.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation stress-ng

Reference 6

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Observation 7e6ff353-ab33-4239-a140-68e0795459f0 · outbound

This paper cites Trustzone: Integrated hard- ware and software security.ARM white paper, 3(4):18– 24, 2004.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Trustzone: Integrated hard- ware and software security.ARM white paper, 3(4):18– 24, 2004

Reference 7

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Observation eb67d14f-90a4-4e72-b16a-28ea7f25ddd8 · outbound

This paper cites Android virtualiza- tion framework (avf) overview.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Android virtualiza- tion framework (avf) overview

Reference 8

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Observation 3afb1105-271a-42c5-87d4-aa73e6447972 · outbound

This paper cites Memory allocation among processes.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Memory allocation among processes

Reference 9

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Observation fdb5819d-abb3-4dc1-ba6c-5f94315451a6 · outbound

This paper cites Overview of memory management.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Overview of memory management

Reference 10

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Observation 43b17c1e-7b7b-401d-861b-d22bfef1326f · outbound

This paper cites What is the autogpt platform? https:// agpt.co/docs/platform, 2026.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation What is the autogpt platform? https:// agpt.co/docs/platform, 2026

Reference 11

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Observation 5f83e5bc-6b53-4a4e-b78e-bb876be3771f · outbound

This paper cites Skee: A lightweight secure kernel-level execution environment for arm.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Skee: A lightweight secure kernel-level execution environment for arm

Reference 12

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Observation 097cb755-02d8-4202-9336-4c0740529941 · outbound

This paper cites Qwen Technical Report.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Qwen Technical Report

Reference 13

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Observation 89b4c9ca-2398-460f-a33b-e4ceaae414da · outbound

This paper cites Sanctuary: Arming trustzone with user-space enclaves.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Sanctuary: Arming trustzone with user-space enclaves

Reference 14

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Observation 54dd8e73-cfe0-4a5c-a692-a599bac48e0c · outbound

This paper cites Char- acterizing mobile soc for accelerating heterogeneous llm inference.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Char- acterizing mobile soc for accelerating heterogeneous llm inference

Reference 15

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Observation 73f99141-ce66-47c4-b4a4-3066c6764e2e · outbound

This paper cites Hardware-assisted on-demand hypervisor activation for efficient security critical code execution on mobile de- vices.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Hardware-assisted on-demand hypervisor activation for efficient security critical code execution on mobile de- vices

Reference 16

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Observation 02656017-d064-42a4-9927-a09aa7d3b225 · outbound

This paper cites Intel sgx explained.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Intel sgx explained

Reference 17

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Observation 8dbe84a3-1059-4f57-a393-226e935ac56b · outbound

This paper cites The rising costs of training frontier AI models.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation The rising costs of training frontier AI models

Reference 18

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Observation b299d233-1d59-4a2b-9483-ceada687c66f · outbound

This paper cites Strongbox: A gpu tee on arm endpoints.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Strongbox: A gpu tee on arm endpoints

Reference 19

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Observation 5b5eeedf-8653-4ccc-9f14-e3f8ad2c7c9c · outbound

This paper cites The llama 3 herd of models.arXiv e-prints, pages arXiv–2407, 2024.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation The llama 3 herd of models.arXiv e-prints, pages arXiv–2407, 2024

Reference 20

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Observation 356e6757-b6f9-407d-91cb-60244ed4502b · outbound

This paper cites Serdab: An iot framework for partitioning neural networks computa- tion across multiple enclaves.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Serdab: An iot framework for partitioning neural networks computa- tion across multiple enclaves

Reference 21

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Observation 5b12bd17-969a-42b5-ac5f-f1ee1aacc625 · outbound

This paper cites Xputee: a high-performance and practical heteroge- neous trusted execution environment for gpus.ACM Transactions on Computer Systems, 43(1-2):1–27, 2025.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Xputee: a high-performance and practical heteroge- neous trusted execution environment for gpus.ACM Transactions on Computer Systems, 43(1-2):1–27, 2025

Reference 22

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Observation c3c5f32d-4fb8-4741-b484-f02bb5079151 · outbound

This paper cites an unresolved cited work.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Unresolved cited work

Reference 23

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Observation 19112fb8-ade7-49b3-ba45-7847da4afc73 · outbound

This paper cites On-device small language models with multi- modality, rag, and function calling, 2026.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation On-device small language models with multi- modality, rag, and function calling, 2026

Reference 24

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Observation 3bdb71bb-20dd-4811-b113-117d9dedbc2f · outbound

This paper cites Privado: Practical and Secure DNN Inference with Enclaves.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Privado: Practical and Secure DNN Inference with Enclaves

Reference 25

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Observation 7de47d02-1d7c-45ba-83c3-0a87eddfc8c8 · outbound

This paper cites Trustshadow: Se- cure execution of unmodified applications with arm trustzone.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Trustshadow: Se- cure execution of unmodified applications with arm trustzone

Reference 26

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Observation 138ab95c-357c-4658-a7ef-e9adee0efa47 · outbound

This paper cites Richard Hipp.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Richard Hipp

Reference 27

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Observation f0fe1a1a-ec44-4b3e-b7c6-8a37bd717301 · outbound

This paper cites {vTZ}: virtualizing {ARM}{TrustZone}.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation {vTZ}: virtualizing {ARM}{TrustZone}

Reference 28

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Observation b79d6a79-be5f-44ba-b122-dc8ee644ba1b · outbound

This paper cites Rossbach, and Emmett Witchel.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Rossbach, and Emmett Witchel

Reference 29

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Observation 92f08834-cbdc-4239-9d77-194b014eaba2 · outbound

This paper cites Confidential execution of deep learning inference at the untrusted edge with arm trustzone.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Confidential execution of deep learning inference at the untrusted edge with arm trustzone

Reference 30

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Observation b4d75413-1d46-45bb-aab9-961ca2849488 · outbound

This paper cites SAGE: Software-based attestation for GPU execu- tion.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation SAGE: Software-based attestation for GPU execu- tion

Reference 31

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Observation 63f9a360-682b-49c5-89a7-8a6f40eebdca · outbound

This paper cites Heterogeneous isolated execution for commodity gpus.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Heterogeneous isolated execution for commodity gpus

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Observation d278a4a8-2bf2-4790-ba13-ffd0c94ee9a5 · outbound

This paper cites Smartzone: Runtime sup- port for secure and efficient on-device inference on arm trustzone.IEEE Transactions on Computers, 2025.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Smartzone: Runtime sup- port for secure and efficient on-device inference on arm trustzone.IEEE Transactions on Computers, 2025

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Observation de189bdf-7b49-496d-8753-7ab89b8483e5 · outbound

This paper cites Position: The Most Expensive Part of an LLM should be its Training Data.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Position: The Most Expensive Part of an LLM should be its Training Data

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Observation 434759f9-c66f-41b7-91f8-3abea9e60ef8 · outbound

This paper cites Gonza- lez, Hao Zhang, and Ion Stoica.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Gonza- lez, Hao Zhang, and Ion Stoica

Reference 35

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Observation ae6e410c-cf4f-4314-8e8e-f508994536bd · outbound

This paper cites Occlumency: Privacy-preserving remote deep-learning inference us- ing sgx.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Occlumency: Privacy-preserving remote deep-learning inference us- ing sgx

Reference 36

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Observation ecd78edc-2baf-490f-b6c7-1e2b149138c1 · outbound

This paper cites Apple Intelligence Foundation Language Models: Tech Report 2025.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Apple Intelligence Foundation Language Models: Tech Report 2025

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Observation f8964e39-145f-47f4-93d8-992f43ec91bb · outbound

This paper cites Translinkguard: safeguard- ing transformer models against model stealing in edge deployment.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Translinkguard: safeguard- ing transformer models against model stealing in edge deployment

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Observation a2cb4934-1e0b-40c0-9493-e88d55b88886 · outbound

This paper cites Adat- tester: Secure online mobile advertisement attestation using trustzone.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Adat- tester: Secure online mobile advertisement attestation using trustzone

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Observation e41a74e4-e5c3-4acd-964a-ce5b14cef805 · outbound

This paper cites Build- ing trusted path on untrusted device drivers for mobile devices.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Build- ing trusted path on untrusted device drivers for mobile devices

Reference 40

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Observation 1fe7adc1-bec9-4918-9c4d-a3e21968dbe3 · outbound

This paper cites Large language models on mobile devices: Measurements, analysis, and insights.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Large language models on mobile devices: Measurements, analysis, and insights

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Observation d3a72fdc-6749-47dd-a754-895fef8a670a · outbound

This paper cites Robust safe reinforcement learning under adversarial disturbances.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Robust safe reinforcement learning under adversarial disturbances

Reference 42

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Observation cf7078e5-343e-41d9-a288-0e3773015061 · outbound

This paper cites Ferret-UI 2: Mastering Universal User Interface Understanding Across Platforms.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Ferret-UI 2: Mastering Universal User Interface Understanding Across Platforms

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Observation a8c3ad2b-a48d-4f14-b72d-1fb263aa4659 · outbound

This paper cites OP-TEE: Open Portable Trusted Execution Environment.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation OP-TEE: Open Portable Trusted Execution Environment

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Observation 22c89871-eeea-4e91-bcdf-b09c7cbe5e5b · outbound

This paper cites Tz-kms: A secure key management service for joint cloud com- puting with arm trustzone.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Tz-kms: A secure key management service for joint cloud com- puting with arm trustzone

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Observation 1de91af4-1e98-4dc9-825e-74c889f9cbb7 · outbound

This paper cites Honeycomb: Secure and efficient {GPU} executions via static valida- tion.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Honeycomb: Secure and efficient {GPU} executions via static valida- tion

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Observation c56dbd0d-e1ac-40e9-a9dc-5a50fd72c3e3 · outbound

This paper cites Darknetz: towards model privacy at the edge using trusted execution environments.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Darknetz: towards model privacy at the edge using trusted execution environments

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Observation 4316691a-b334-4da2-95f5-7e005bdc2e6b · outbound

This paper cites rknn-llm.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation rknn-llm

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Observation ab83ec41-9aca-498c-8cda-5d247838516f · outbound

This paper cites Basics on android ram management, what is(n’t) bloat? https://www.reddit.com/r/ GalaxyS8/comments/6agads/basics_on_android_ ram_management_what_isnt_bloat/, 2026.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Basics on android ram management, what is(n’t) bloat? https://www.reddit.com/r/ GalaxyS8/comments/6agads/basics_on_android_ ram_management_what_isnt_bloat/, 2026

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Observation a606849f-e850-4fe3-a4dc-e8f1d1efdaeb · outbound

This paper cites The ai workspace that works for you.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation The ai workspace that works for you

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Observation fab18187-ebac-4788-9b46-9ddebf08e5b4 · outbound

This paper cites Oblivious {Multi-Party} machine learn- ing on trusted processors.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Oblivious {Multi-Party} machine learn- ing on trusted processors

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Observation 8968a040-7d89-4032-8e13-5a131cdcee22 · outbound

This paper cites Safe and practical gpu computation in trustzone.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Safe and practical gpu computation in trustzone

Reference 52

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Observation 32f61cf1-00a5-4d7a-9a09-0e18c28f0304 · outbound

This paper cites The ai companion who cares always here to listen and talk.https://replika.ai/, 2026.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation The ai companion who cares always here to listen and talk.https://replika.ai/, 2026

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Observation 1fcc7ef9-2800-4145-a7d5-a83c6d7f9158 · outbound

This paper cites Using arm trustzone to build a trusted lan- guage runtime for mobile applications.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Using arm trustzone to build a trusted lan- guage runtime for mobile applications

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Observation 98bcbb58-4294-4f0b-a47d-88087801394a · outbound

This paper cites ennclave: Offline inference with model confidentiality.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation ennclave: Offline inference with model confidentiality

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Observation 4b054ec7-e587-4fe4-b21f-ae3ed74df84d · outbound

This paper cites In 2022 USENIX Annual Technical Conference (USENIX ATC 22), pages 723–738, 2022.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation In 2022 USENIX Annual Technical Conference (USENIX ATC 22), pages 723–738, 2022

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Observation 11419a29-b28e-4738-a21e-bc68f982f08f · outbound

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FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Unresolved cited work

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Observation 33711f80-6bbe-4538-86b6-4d78ac2fb403 · outbound

This paper cites Trustice: Hardware-assisted isolated comput- ing environments on mobile devices.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Trustice: Hardware-assisted isolated comput- ing environments on mobile devices

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Observation 0ef7123a-4ed2-4608-990d-11170afcf0d7 · outbound

This paper cites Shad- ownet: A secure and efficient on-device model inference system for convolutional neural networks.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Shad- ownet: A secure and efficient on-device model inference system for convolutional neural networks

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Observation e739fab3-dd28-4278-a78b-b0b6e72aa8f1 · outbound

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FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Gemma 3 Technical Report

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Observation bc037406-1ef2-4a55-a55d-45dac8d52953 · outbound

This paper cites Graviton: Trusted execution environments on gpus.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Graviton: Trusted execution environments on gpus

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Observation c1629e6a-1abd-4494-af32-30c8404fc63f · outbound

This paper cites Tz-llm: Protecting on- device large language models with arm trustzone.arXiv preprint arXiv:2511.13717, 2025.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Tz-llm: Protecting on- device large language models with arm trustzone.arXiv preprint arXiv:2511.13717, 2025

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Observation 5ba6a9bf-754b-40ec-b3e1-2a3972446251 · outbound

This paper cites Building gpu tees using cpu secure enclaves with gevi- sor.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Building gpu tees using cpu secure enclaves with gevi- sor

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Observation 30a59a56-2808-4e48-a3b7-945627d433c3 · outbound

This paper cites Colony: A privi- leged trusted execution environment with extensibility.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Colony: A privi- leged trusted execution environment with extensibility

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Observation dbfa0f30-5f7d-47e7-97ea-f2a0d7e4679a · outbound

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FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Aegisdnn: Dependable and timely execution of dnn tasks with sgx

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Resolution: unresolved; no resolver link, observed 2026-07-15T12:17:47.123519Z

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Observation 0abcec66-ef6d-4679-a382-a307a309be01 · outbound

This paper cites Lawformer: A pre-trained language model for chinese legal long documents.AI Open, 2:79– 84, 2021.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Lawformer: A pre-trained language model for chinese legal long documents.AI Open, 2:79– 84, 2021

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Resolution: unresolved; no resolver link, observed 2026-07-15T12:17:47.123519Z

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Observation 995606a1-c0d0-4361-8625-44de8978c9f4 · outbound

This paper cites PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

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Resolution: unresolved; no resolver link, observed 2026-07-15T12:17:47.123519Z

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Observation ecd917d8-aa79-4fbc-b3c4-d03f01274ada · outbound

This paper cites On-Device Language Models: A Comprehensive Review.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation On-Device Language Models: A Comprehensive Review

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Observation 20edfe89-f603-435d-8a40-4d036a413b91 · outbound

This paper cites Ui-ug: A unified mllm for ui understanding and generation.arXiv preprint arXiv:2509.24361, 2025.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Ui-ug: A unified mllm for ui understanding and generation.arXiv preprint arXiv:2509.24361, 2025

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Observation 34c9d750-b5d7-441b-8039-67d7eb01bc8e · outbound

This paper cites Penetralium: Privacy- preserving and memory-efficient neural network infer- ence at the edge.Future Generation Computer Systems, 156:30–41, 2024.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Penetralium: Privacy- preserving and memory-efficient neural network infer- ence at the edge.Future Generation Computer Systems, 156:30–41, 2024

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Observation ba3e7ba4-0fea-47ef-83f3-7ff653b26bd0 · outbound

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FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation rknn-llm

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Observation 011c7ee5-9169-40df-9654-30d6ae795434 · outbound

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FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation rknpu-driver

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Observation e2a3327c-88c3-4f44-aba2-1addc0a16543 · outbound

This paper cites Babyagi.https://babyagi.org/, 2026.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Babyagi.https://babyagi.org/, 2026

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Observation 2209943b-0cde-4836-9856-669e5cc5fe5d · outbound

This paper cites Ferret-ui: Grounded mobile ui understand- ing with multimodal llms.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Ferret-ui: Grounded mobile ui understand- ing with multimodal llms

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Observation a2e505c7-c3ca-4590-a9ce-b8f424864834 · outbound

This paper cites MobiAgent: A Systematic Framework for Customizable Mobile Agents.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation MobiAgent: A Systematic Framework for Customizable Mobile Agents

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Observation a7e7cc77-4293-4bf6-8c33-8ff2e4d95a35 · outbound

This paper cites You only look at screens: Multimodal chain-of-action agents.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation You only look at screens: Multimodal chain-of-action agents

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Resolution: unresolved; no resolver link, observed 2026-07-15T12:17:47.123519Z

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Observation 7314811c-aa88-4beb-ae23-e0be863ade62 · outbound

This paper cites Enabling rack-scale confidential computing using heterogeneous trusted execution environment.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation Enabling rack-scale confidential computing using heterogeneous trusted execution environment

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