Paper Citation Record · LEDGER

On-Device Language Models: A Comprehensive Review

As of 6 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 49 inbound Pith citation observations for arXiv:2409.00088.

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

pith.paper-citation-record.v1
2409.00088 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 49 of 49 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T12:30:16.459422Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
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External citation measurements

3
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 73571241-37fd-425f-88a4-b11211bcc959 · inbound

Cloud-Device Collaborative Agents for Sequential Recommendation cites this paper.

Cloud-Device Collaborative Agents for Sequential Recommendation On-Device Language Models: A Comprehensive Review

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T12:30:16.459422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aeb0c5f9-d818-47d4-a2df-fddfd97fc564 · inbound

A Survey: Towards Privacy and Security in Mobile Large Language Models cites this paper.

A Survey: Towards Privacy and Security in Mobile Large Language Models On-Device Language Models: A Comprehensive Review

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:14.141730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eda67d51-fe06-43ee-9f29-c011b456bff1 · inbound

When FinTech Meets Privacy: Securing Financial LLMs with Differential Private Fine-Tuning cites this paper.

When FinTech Meets Privacy: Securing Financial LLMs with Differential Private Fine-Tuning On-Device Language Models: A Comprehensive Review

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T19:55:04.186666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8726674d-8ac2-4abe-aa70-3c4ab450654c · inbound

DP-FedLoRA: Privacy-Enhanced Federated Fine-Tuning for On-Device Large Language Models cites this paper.

DP-FedLoRA: Privacy-Enhanced Federated Fine-Tuning for On-Device Large Language Models On-Device Language Models: A Comprehensive Review

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T19:48:46.393431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5155009-e54e-4386-9b78-8b7a5bede89d · inbound

AgriSentinel: Privacy-Enhanced Embedded-LLM Crop Disease Alerting System cites this paper.

AgriSentinel: Privacy-Enhanced Embedded-LLM Crop Disease Alerting System On-Device Language Models: A Comprehensive Review

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-04T19:45:52.549364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 563cd81c-8614-4883-a62c-3d1f055f82b6 · inbound

AVEC: Bootstrapping Privacy for Local LLMs cites this paper.

AVEC: Bootstrapping Privacy for Local LLMs On-Device Language Models: A Comprehensive Review

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T20:47:45.773840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26c784c6-9798-4e4f-ad24-e1fb01660bab · inbound

Bridging On-Device and Cloud LLMs for Collaborative Reasoning: A Unified Methodology for Local Routing and Post-Training cites this paper.

Bridging On-Device and Cloud LLMs for Collaborative Reasoning: A Unified Methodology for Local Routing and Post-Training On-Device Language Models: A Comprehensive Review

Reference 1992

Resolution: unresolved; no resolver link, observed 2026-08-04T14:43:55.645299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44b4ce44-cb2e-472b-9d5d-ab413d49844e · inbound

Diamonds in the rough: Transforming SPARCs of imagination into a game concept by leveraging medium sized LLMs cites this paper.

Diamonds in the rough: Transforming SPARCs of imagination into a game concept by leveraging medium sized LLMs On-Device Language Models: A Comprehensive Review

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-21T22:00:41.355108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 679d7839-d8da-424b-875f-f06a280bbb86 · inbound

Less LLM, More Documents: Searching for Improved RAG cites this paper.

Less LLM, More Documents: Searching for Improved RAG On-Device Language Models: A Comprehensive Review

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-18T11:16:19.178310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e5f69c50-d50a-4f33-9c5f-672c1b88ae9f · inbound

AgentProg: Empowering Long-Horizon GUI Agents with Program-Guided Context Management cites this paper.

AgentProg: Empowering Long-Horizon GUI Agents with Program-Guided Context Management On-Device Language Models: A Comprehensive Review

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-16T23:43:42.260755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 00527d33-a3c0-400b-bb4b-16706688fc4c · inbound

CoreQ: Learning-Free Mismatch Correction and Successive Rounding for Quantization cites this paper.

CoreQ: Learning-Free Mismatch Correction and Successive Rounding for Quantization On-Device Language Models: A Comprehensive Review

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-16T06:52:28.384853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b19c019f-0dfe-4460-a316-9bb50a809298 · inbound

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation cites this paper.

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

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-05-15T14:25:55.534567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation cites this paper.

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

Reference 68

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18ee206e-7965-4328-9389-b8a22807ca13 · inbound

Intelligent Drill-Down: Large Language Model-Driven Drill-Down Technique for Human-AI Collaborative Visual Exploration cites this paper.

Intelligent Drill-Down: Large Language Model-Driven Drill-Down Technique for Human-AI Collaborative Visual Exploration On-Device Language Models: A Comprehensive Review

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:41:36.844169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 09859ff1-2cc4-43c3-b615-e2044dd107bf · inbound

Cloud-native and Distributed Systems for Efficient and Scalable Large Language Models -- A Research Agenda cites this paper.

Cloud-native and Distributed Systems for Efficient and Scalable Large Language Models -- A Research Agenda On-Device Language Models: A Comprehensive Review

Reference 146

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:31:30.802322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 84f0e460-b68e-469c-b87e-dd7b184317ed · inbound

Transparent and Controllable Recommendation Filtering via Multimodal Multi-Agent Collaboration cites this paper.

Transparent and Controllable Recommendation Filtering via Multimodal Multi-Agent Collaboration On-Device Language Models: A Comprehensive Review

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:56:11.120374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 38e8d9a4-982e-4b53-8bd9-53d372914139 · inbound

WISV: Wireless-Informed Semantic Verification for Distributed Speculative Decoding in Device-Edge LLM Inference cites this paper.

WISV: Wireless-Informed Semantic Verification for Distributed Speculative Decoding in Device-Edge LLM Inference On-Device Language Models: A Comprehensive Review

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-10T12:25:22.809144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 111793bf-104b-483e-871f-327bad79287d · inbound

Do LLMs Need to See Everything? A Benchmark and Study of Failures in LLM-driven Smartphone Automation using Screentext vs. Screenshots cites this paper.

Do LLMs Need to See Everything? A Benchmark and Study of Failures in LLM-driven Smartphone Automation using Screentext vs. Screenshots On-Device Language Models: A Comprehensive Review

Reference 75

Resolution: verified exact; arxiv_id, observed 2026-05-10T12:00:22.369376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b04181b6-2ae9-43b2-8041-c4ffeea49d51 · inbound

Network Edge Inference for Large Language Models: Principles, Techniques, and Opportunities cites this paper.

Network Edge Inference for Large Language Models: Principles, Techniques, and Opportunities On-Device Language Models: A Comprehensive Review

Reference 176

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:16:10.289919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d6ac15f7-9ddd-40f1-be4b-86098d02dfa5 · inbound

Reference-Augmented Learning for Precise Tracking Policy of Tendon-Driven Continuum Robots cites this paper.

Reference-Augmented Learning for Precise Tracking Policy of Tendon-Driven Continuum Robots On-Device Language Models: A Comprehensive Review

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-07-01T08:55:34.768990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fe2f8ffa-288a-4a1f-8cf2-2c66bed39b62 · inbound

NVLLM: A 3D NAND-Centric Architecture Enabling Edge on-Device LLM Inference cites this paper.

NVLLM: A 3D NAND-Centric Architecture Enabling Edge on-Device LLM Inference On-Device Language Models: A Comprehensive Review

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-12T00:46:13.408244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 84734915-f650-4437-9d73-f31a3317e6cd · inbound

Rethinking KV Cache Eviction via a Unified Information-Theoretic Objective cites this paper.

Rethinking KV Cache Eviction via a Unified Information-Theoretic Objective On-Device Language Models: A Comprehensive Review

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:36:24.183962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 00af371f-39ee-45ab-a297-4eeef3f98f0d · inbound

ScrapMem: A Bio-inspired Framework for On-device Personalized Agent Memory via Optical Forgetting cites this paper.

ScrapMem: A Bio-inspired Framework for On-device Personalized Agent Memory via Optical Forgetting On-Device Language Models: A Comprehensive Review

Reference 84

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:41:20.116186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2a56acca-304b-4624-b1e9-7f807dbd8b34 · inbound

ScrapMem: A Bio-inspired Framework for On-device Personalized Agent Memory via Optical Forgetting cites this paper.

ScrapMem: A Bio-inspired Framework for On-device Personalized Agent Memory via Optical Forgetting On-Device Language Models: A Comprehensive Review

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-07-01T00:15:09.374853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9cde4a4a-b275-4ef9-b6eb-1df3f31b6460 · inbound

RecGPT-Mobile: On-Device Large Language Models for User Intent Understanding in Taobao Feed Recommendation cites this paper.

RecGPT-Mobile: On-Device Large Language Models for User Intent Understanding in Taobao Feed Recommendation On-Device Language Models: A Comprehensive Review

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:11:06.383067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 11cae7de-8f7d-42f5-9db1-2518e889257a · inbound

SOD: Step-wise On-policy Distillation for Small Language Model Agents cites this paper.

SOD: Step-wise On-policy Distillation for Small Language Model Agents On-Device Language Models: A Comprehensive Review

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:40:54.363916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9152400c-152a-45b9-a1ab-03b65c0ac9fb · inbound

SOD: Step-wise On-policy Distillation for Small Language Model Agents cites this paper.

SOD: Step-wise On-policy Distillation for Small Language Model Agents On-Device Language Models: A Comprehensive Review

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T05:20:44.997987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c915724d-7a18-43b0-8f26-e108753a45d5 · inbound

Beyond Scaling: Agents Are Heading to the Edge cites this paper.

Beyond Scaling: Agents Are Heading to the Edge On-Device Language Models: A Comprehensive Review

Reference 67

Resolution: verified exact; arxiv_id, observed 2026-05-20T11:53:14.915437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 62ba849c-62cf-44c4-bd6a-4d73bd3ddddb · inbound

Towards Discovery of Polymers for Insulin Delivery via Physics-Grounded Agentic Workflows cites this paper.

Towards Discovery of Polymers for Insulin Delivery via Physics-Grounded Agentic Workflows On-Device Language Models: A Comprehensive Review

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-20T20:59:01.568219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 15e700bb-c5a3-4cf4-ba49-79c38ba63eee · inbound

Towards Discovery of Polymers for Insulin Delivery via Physics-Grounded Agentic Workflows cites this paper.

Towards Discovery of Polymers for Insulin Delivery via Physics-Grounded Agentic Workflows On-Device Language Models: A Comprehensive Review

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-20T20:59:01.260927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 180ccb81-dbe1-44d0-89e5-5f284d6d1c0f · inbound

Investigating Novice Researchers' Perceptions of Research Privacy Within LLM-Assisted Workflows cites this paper.

Investigating Novice Researchers' Perceptions of Research Privacy Within LLM-Assisted Workflows On-Device Language Models: A Comprehensive Review

Reference 110

Resolution: verified exact; arxiv_id, observed 2026-07-02T04:56:38.550601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5096c325-cecf-4a7a-96fb-014feda1915b · inbound

Energy-Efficient On-Device RAG on a Mobile NPU: System Design and Benchmark on Snapdragon X Elite cites this paper.

Energy-Efficient On-Device RAG on a Mobile NPU: System Design and Benchmark on Snapdragon X Elite On-Device Language Models: A Comprehensive Review

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-07-03T04:37:37.103326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5316e669-6c27-44d6-a430-db74a18e4d81 · inbound

WEQA: Wearable hEalth Question Answering with Query-Adaptive Agentic Reasoning cites this paper.

WEQA: Wearable hEalth Question Answering with Query-Adaptive Agentic Reasoning On-Device Language Models: A Comprehensive Review

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-07-03T21:08:58.467799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 98f8d6cb-7983-4838-b029-10038ff50ed1 · inbound

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation cites this paper.

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

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-07-04T11:39:46.623222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f1075e2a-ce29-4a8d-83f1-7c4c4744cc36 · inbound

Forget to Improve: On-Device LLM-Agent Continual Learning via Budget-Curated Memory cites this paper.

Forget to Improve: On-Device LLM-Agent Continual Learning via Budget-Curated Memory On-Device Language Models: A Comprehensive Review

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-04T16:59:59.010383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ba58ecce-504a-460a-b172-09b19063e81d · inbound

The Heterogeneous Safety Impacts of Benign Multilingual Fine-Tuning cites this paper.

The Heterogeneous Safety Impacts of Benign Multilingual Fine-Tuning On-Device Language Models: A Comprehensive Review

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-06-30T09:54:34.749525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fcf38ba8-0221-4614-8ee5-8afb1c9abadf · inbound

Fog Computing and Large Language Models: A vision for mutual beneficiaries cites this paper.

Fog Computing and Large Language Models: A vision for mutual beneficiaries On-Device Language Models: A Comprehensive Review

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-06-30T02:14:11.463537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 448e6820-7a44-4572-bb2a-b344fdd92cba · inbound

Fog Computing and Large Language Models: A vision for mutual beneficiaries cites this paper.

Fog Computing and Large Language Models: A vision for mutual beneficiaries On-Device Language Models: A Comprehensive Review

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-12T10:57:05.448109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbf08c94-e982-4471-ab18-515fb29ff510 · inbound

Is Your NPU Ready for LLMs? Dissecting the Hidden Efficiency Bottlenecks in Mobile LLM Inference cites this paper.

Is Your NPU Ready for LLMs? Dissecting the Hidden Efficiency Bottlenecks in Mobile LLM Inference On-Device Language Models: A Comprehensive Review

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-11T12:14:57.342551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f40693cb-9eaf-455c-ab73-e5060b762d6c · inbound

The Impact of Security and Privacy Controls on Users' Emotional Engagement with Generative AI Chatbots cites this paper.

The Impact of Security and Privacy Controls on Users' Emotional Engagement with Generative AI Chatbots On-Device Language Models: A Comprehensive Review

Reference 86

Resolution: verified exact; local_arxiv, observed 2026-07-08T08:14:48.281792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b4ca3ba4-e598-4a5e-aa3a-a8157be5ede8 · inbound

ToFu: A White-Box, Token-Efficient Agent Harness for Researchers cites this paper.

ToFu: A White-Box, Token-Efficient Agent Harness for Researchers On-Device Language Models: A Comprehensive Review

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-14T05:42:00.932045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf3b0048-2212-456d-b3eb-d8d1be7bfb1c · inbound

SmartRAG: Native Graph-Based RAG for Mobile Device cites this paper.

SmartRAG: Native Graph-Based RAG for Mobile Device On-Device Language Models: A Comprehensive Review

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T01:30:33.465281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6679158-4ec1-4fb8-ada4-164eca059df1 · inbound

In-Place Tokenizer Expansion for Pre-trained LLMs cites this paper.

In-Place Tokenizer Expansion for Pre-trained LLMs On-Device Language Models: A Comprehensive Review

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T23:50:17.391198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9b75d37-eb89-4ae8-98ca-8b6cabb0169b · inbound

In-Context Learning for Wound Classification with Small Multimodal Language Models cites this paper.

In-Context Learning for Wound Classification with Small Multimodal Language Models On-Device Language Models: A Comprehensive Review

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-01T14:16:03.627973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22d52dd9-63c5-47f6-899a-4b5b761eb743 · inbound

Routing Without Training: Controllable-Ratio LLM Offloading via Reliability Gating cites this paper.

Routing Without Training: Controllable-Ratio LLM Offloading via Reliability Gating On-Device Language Models: A Comprehensive Review

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T12:43:45.633958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39cf0452-bb57-4ec2-ba09-5fee27a122f2 · inbound

Profiling Lightweight Large Language Models cites this paper.

Profiling Lightweight Large Language Models On-Device Language Models: A Comprehensive Review

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T09:23:39.488916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5c3aeee-73bd-448f-9c7f-d9f63ddbca39 · inbound

Transferable Latency Prediction for Fast LLM Screening on Heterogeneous Edge Devices cites this paper.

Transferable Latency Prediction for Fast LLM Screening on Heterogeneous Edge Devices On-Device Language Models: A Comprehensive Review

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T14:23:44.322116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3074602b-c6aa-451f-94ff-92add01e6794 · inbound

FBLayout: Optimizing Memory Layout for Efficient LLM Finetuning on Mobile GPUs cites this paper.

FBLayout: Optimizing Memory Layout for Efficient LLM Finetuning on Mobile GPUs On-Device Language Models: A Comprehensive Review

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-02T08:23:13.092022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa55fc48-e432-457a-a284-f650aa4352e3 · inbound

Think Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents cites this paper.

Think Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents On-Device Language Models: A Comprehensive Review

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-30T18:50:46.134011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.