Paper Citation Record · LEDGER

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

As of 13 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 3 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 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:59:02.769207Z

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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 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 2026-08-13T06:32:02.005865+00:00.