Paper Citation Record · LEDGER

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models

As of 21 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 6 inbound Pith citation observations for arXiv:2412.12687.

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

pith.paper-citation-record.v1
2412.12687 v3

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:55:45.235032Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:53:26.821910Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T17:05:02.945302Z

Reference resolution

15 of 15 outbound references displayed

verified exact0
verified fuzzy6
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8982ab12-7561-4c0e-b348-5c320e3df8a3 · outbound

This paper cites Training Compute-Optimal Large Language Models.

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models Training Compute-Optimal Large Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:45.163262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbcb050e-499a-4e27-896e-3bdf9460e414 · outbound

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

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models Harnessing the power of llms in practice: A survey on chatgpt and beyond,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:55:45.471463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7f57e927-76ce-4e92-afd8-0cfaa7c3dae9 · outbound

This paper cites Llm-pruner: On the structural pruning of large language models,.

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models Llm-pruner: On the structural pruning of large language models,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:55:45.454338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 09eb085e-17ca-4abc-ac74-87654ef31a8f · outbound

This paper cites LoftQ: LoRA-Fine-Tuning-Aware Quantization for Large Language Models.

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models LoftQ: LoRA-Fine-Tuning-Aware Quantization for Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:45.180184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcd60f6c-a7d5-47c5-80ca-f0d8753e08a4 · outbound

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

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:45.185076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee27de9a-7b8e-40d6-a3a6-8b1cb174733d · outbound

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

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models Hybrid slm and llm for edge-cloud collaborative inference,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:55:45.439985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c396383c-43c3-4c48-ade8-bc941dcefdbf · outbound

This paper cites Fast inference from transform- ers via speculative decoding,.

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models Fast inference from transform- ers via speculative decoding,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:55:45.425572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f219e540-4030-46ea-afaa-e526d3f5f1f6 · outbound

This paper cites Understanding the metropolis-hastings algorithm,.

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models Understanding the metropolis-hastings algorithm,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:45.202129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9f3a79e-7c5c-460c-957d-995813ec170a · outbound

This paper cites Dropout as a bayesian approximation: Representing model uncertainty in deep learning,.

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models Dropout as a bayesian approximation: Representing model uncertainty in deep learning,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:45.206967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f6f6ccc-3a78-4c15-a236-945adbca0013 · outbound

This paper cites Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models.

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:45.211650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 523e6b7f-88e4-4ba8-84b4-3e7d68e4accc · outbound

This paper cites SPUQ: Perturbation-Based Uncertainty Quantification for Large Language Models.

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models SPUQ: Perturbation-Based Uncertainty Quantification for Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:45.217207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69cb4e8e-17d4-4317-947e-13ae09a95eee · outbound

This paper cites Wordnet: a lexical database for english,.

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models Wordnet: a lexical database for english,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:45.222000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ec2920f-1329-4c20-889a-7ab334710ae2 · outbound

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

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models Stanford alpaca: An instruction-following llama model,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:55:45.381778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c08093f0-8d7e-4a69-899d-37120135de1a · outbound

This paper cites The flan collection: Designing data and methods for effective instruction tuning,.

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models The flan collection: Designing data and methods for effective instruction tuning,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:55:45.367543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation adda9605-51ae-48ae-b5d0-868fb525a047 · outbound

This paper cites Universal Sentence Encoder.

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models Universal Sentence Encoder

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:45.235032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation ac5c0747-3d9d-4a73-b154-a2819754f540 · inbound

Semantic Packet Aggregation for Token Communication via Genetic Beam Search cites this paper.

Semantic Packet Aggregation for Token Communication via Genetic Beam Search Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T05:53:26.821910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3619cabc-515e-4763-a9a8-7821d0ffc3e9 · inbound

The Larger the Merrier? Efficient Large AI Model Inference in Wireless Edge Networks cites this paper.

The Larger the Merrier? Efficient Large AI Model Inference in Wireless Edge Networks Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T21:43:56.705132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bacd9d4a-a979-40c7-bde9-06f33b506bd8 · inbound

Communication-Efficient Hybrid Language Model via Uncertainty-Aware Opportunistic and Compressed Transmission cites this paper.

Communication-Efficient Hybrid Language Model via Uncertainty-Aware Opportunistic and Compressed Transmission Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T20:55:06.669092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef0da03f-33c7-4127-b10c-6dd7f4416723 · inbound

Prompting Wireless Networks: Reinforced In-Context Learning for Power Control cites this paper.

Prompting Wireless Networks: Reinforced In-Context Learning for Power Control Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:02.769207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18aed4b0-f397-4acc-9500-50d23ce2a4f0 · inbound

Low-Complexity Semantic Packet Aggregation for Token Communication via Lookahead Search cites this paper.

Low-Complexity Semantic Packet Aggregation for Token Communication via Lookahead Search Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T23:13:02.245722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87813549-5074-4d4a-9217-32a086a73519 · inbound

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding cites this paper.

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:05:03.040669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.