Paper Citation Record · LEDGER

MixLLM: Dynamic Routing in Mixed Large Language Models

As of 9 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 10 inbound Pith citation observations for arXiv:2502.18482.

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

pith.paper-citation-record.v1
2502.18482 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T18:11:31.776617Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:29:05.839242Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T00:19:13.484324Z

Reference resolution

20 of 20 outbound references displayed

verified exact0
verified fuzzy3
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5276fc76-8e3d-40bf-9ce9-b85dd3053bc3 · outbound

This paper cites FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance.

MixLLM: Dynamic Routing in Mixed Large Language Models FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T18:11:31.678214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d9ce9e3-6a4c-4072-b6d4-02946c3eeddf · outbound

This paper cites Evolutionary Large Language Model for Automated Feature Transformation.

MixLLM: Dynamic Routing in Mixed Large Language Models Evolutionary Large Language Model for Automated Feature Transformation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T18:11:31.695600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e183fd72-1609-44f5-975b-b56fccf2d5bd · outbound

This paper cites Empowering Time Series Analysis with Large Language Models: A Survey.

MixLLM: Dynamic Routing in Mixed Large Language Models Empowering Time Series Analysis with Large Language Models: A Survey

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T18:11:31.700662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1471e6ef-52c4-48f0-862a-3c68fb39324d · outbound

This paper cites In ICASSP 2024-2024 IEEE Inter- national Conference on Acoustics, Speech and Signal Processing (ICASSP), pages 12712–12716.

MixLLM: Dynamic Routing in Mixed Large Language Models In ICASSP 2024-2024 IEEE Inter- national Conference on Acoustics, Speech and Signal Processing (ICASSP), pages 12712–12716

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:11:32.104427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f2c78b87-b6c4-4d35-9bf8-ef0961f2b7de · outbound

This paper cites an unresolved cited work.

MixLLM: Dynamic Routing in Mixed Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:11:32.087637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 29e44bef-f0c6-42ec-8f38-4bf121f13adf · outbound

This paper cites AutoMix: Automatically Mixing Language Models.

MixLLM: Dynamic Routing in Mixed Large Language Models AutoMix: Automatically Mixing Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T18:11:31.734433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed11a720-976f-4f3c-aa41-f1ece7de6d72 · outbound

This paper cites MetaLLM: A High-performant and Cost-efficient Dynamic Framework for Wrapping LLMs.

MixLLM: Dynamic Routing in Mixed Large Language Models MetaLLM: A High-performant and Cost-efficient Dynamic Framework for Wrapping LLMs

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T18:11:31.739955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa36fb99-37fc-4b42-a60d-b903ed9974d0 · outbound

This paper cites RouteLLM: Learning to Route LLMs with Preference Data.

MixLLM: Dynamic Routing in Mixed Large Language Models RouteLLM: Learning to Route LLMs with Preference Data

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T18:11:31.745315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02581296-63ea-4e73-b75e-a5660839a9fe · outbound

This paper cites Observational Scaling Laws and the Predictability of Language Model Performance.

MixLLM: Dynamic Routing in Mixed Large Language Models Observational Scaling Laws and the Predictability of Language Model Performance

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T18:11:31.750552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21d7468d-333f-458d-9e1f-5cf5d4d4e9de · outbound

This paper cites Large Language Model Routing with Benchmark Datasets.

MixLLM: Dynamic Routing in Mixed Large Language Models Large Language Model Routing with Benchmark Datasets

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T18:11:31.755725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4cf8b36-6e40-4d0d-a768-8301a03c799b · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

MixLLM: Dynamic Routing in Mixed Large Language Models LLaMA: Open and Efficient Foundation Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T18:11:31.766421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ef58c58-6f97-4180-a9a5-7f379ad5636b · outbound

This paper cites LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations.

MixLLM: Dynamic Routing in Mixed Large Language Models LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T18:11:31.770777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1eda3569-e769-4eb7-b726-a4e6b85d17fe · outbound

This paper cites In 2024 IEEE 20th International Conference on Automation Science and Engineering (CASE) , pages 1331–1336.

MixLLM: Dynamic Routing in Mixed Large Language Models In 2024 IEEE 20th International Conference on Automation Science and Engineering (CASE) , pages 1331–1336

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:11:32.070989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 865ec000-8662-46b1-8231-eae42f316187 · outbound

This paper cites ME-Switch: A Memory-Efficient Expert Switching Framework for Large Language Models.

MixLLM: Dynamic Routing in Mixed Large Language Models ME-Switch: A Memory-Efficient Expert Switching Framework for Large Language Models

Reference 2010

Resolution: metadata mismatch; local_arxiv, observed 2026-08-08T18:11:31.973764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 98be2290-ea23-435b-bd55-9f636e87204f · outbound

This paper cites an unresolved cited work.

MixLLM: Dynamic Routing in Mixed Large Language Models Unresolved cited work

Reference 2019

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:11:32.120789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f39a04a0-ff2b-47e9-b25e-a558bd9ccdfc · outbound

This paper cites Advances in neural information processing systems, 33:1877–1901.

MixLLM: Dynamic Routing in Mixed Large Language Models Advances in neural information processing systems, 33:1877–1901

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:11:32.136532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 59689c2a-16ec-4b75-ac8c-4313ab5dbf0a · outbound

This paper cites UL2: Unifying Language Learning Paradigms.

MixLLM: Dynamic Routing in Mixed Large Language Models UL2: Unifying Language Learning Paradigms

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-08T18:11:31.761021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b37121ad-a7b9-4aac-97f7-2a8d0e82a531 · outbound

This paper cites GPT-4 Technical Report.

MixLLM: Dynamic Routing in Mixed Large Language Models GPT-4 Technical Report

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-08T18:11:31.666244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dd1f6a2-1801-489f-9db0-1ee819644210 · outbound

This paper cites Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing.

MixLLM: Dynamic Routing in Mixed Large Language Models Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-08T18:11:31.690286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f11c25a7-5954-4fb7-be69-bc7025aa6fbd · outbound

This paper cites OptLLM: Optimal Assignment of Queries to Large Language Models.

MixLLM: Dynamic Routing in Mixed Large Language Models OptLLM: Optimal Assignment of Queries to Large Language Models

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-08T18:11:31.722170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3d4c2133-19f2-433d-b710-4201dc0dcc70 · inbound

Agentic Feature Augmentation: Unifying Selection and Generation with Teaming, Planning, and Memories cites this paper.

Agentic Feature Augmentation: Unifying Selection and Generation with Teaming, Planning, and Memories MixLLM: Dynamic Routing in Mixed Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T15:29:05.839242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72657502-70ab-4b33-8161-a54e7c9666a2 · inbound

Route to Reason: Adaptive Routing for LLM and Reasoning Strategy Selection cites this paper.

Route to Reason: Adaptive Routing for LLM and Reasoning Strategy Selection MixLLM: Dynamic Routing in Mixed Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:16:55.463687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd092c58-6dd9-4911-b1ea-ec8db2c5f8af · inbound

LLM-ML Teaming: Integrated Symbolic Decoding and Gradient Search for Valid and Stable Generative Feature Transformation cites this paper.

LLM-ML Teaming: Integrated Symbolic Decoding and Gradient Search for Valid and Stable Generative Feature Transformation MixLLM: Dynamic Routing in Mixed Large Language Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T05:14:57.338457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d52a2482-b6ba-42a3-ab82-bec3c423681c · inbound

Teaching Time Series to See and Speak: Forecasting with Aligned Visual and Textual Perspectives cites this paper.

Teaching Time Series to See and Speak: Forecasting with Aligned Visual and Textual Perspectives MixLLM: Dynamic Routing in Mixed Large Language Models

Reference 105

Resolution: unresolved; no resolver link, observed 2026-08-06T21:29:05.777078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b56dd0a4-56ba-4b2d-8d5d-52f18db75492 · inbound

The Workload-Router-Pool Architecture for LLM Inference Optimization: A Vision Paper from the vLLM Semantic Router Project cites this paper.

The Workload-Router-Pool Architecture for LLM Inference Optimization: A Vision Paper from the vLLM Semantic Router Project MixLLM: Dynamic Routing in Mixed Large Language Models

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-15T06:45:12.095512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3951754e-0523-472d-93d3-3ff75557c887 · inbound

When Efficiency Backfires: Cascading LLMs Trigger Cascade Failure under Adversarial Attack cites this paper.

When Efficiency Backfires: Cascading LLMs Trigger Cascade Failure under Adversarial Attack MixLLM: Dynamic Routing in Mixed Large Language Models

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-20T00:02:53.775589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d7019603-4fcb-4229-b3bd-9919e270f04e · inbound

SeqRoute: Global Budget-Aware Sequential LLM Routing via Offline Reinforcement Learning cites this paper.

SeqRoute: Global Budget-Aware Sequential LLM Routing via Offline Reinforcement Learning MixLLM: Dynamic Routing in Mixed Large Language Models

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-06-29T23:14:01.066563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f64520b5-f021-44ab-9ed9-65aea75244f8 · inbound

From Sampled Outcomes to Capability Distributions: Rethinking Supervision for LLM Routing cites this paper.

From Sampled Outcomes to Capability Distributions: Rethinking Supervision for LLM Routing MixLLM: Dynamic Routing in Mixed Large Language Models

Reference 126

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T16:17:08.781794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fc5268af-5d35-4b3b-adf2-8217fdfa76bc · inbound

RouteJudge: An Open Platform for Reproducible and Preference-Aware LLM Routing cites this paper.

RouteJudge: An Open Platform for Reproducible and Preference-Aware LLM Routing MixLLM: Dynamic Routing in Mixed Large Language Models

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:19:13.485946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 723212a3-74bc-4b8a-a9ae-27150fab658f · inbound

PyroDash: Cost-Efficient Token-Level Small-Large Language Model Collaborative Inference cites this paper.

PyroDash: Cost-Efficient Token-Level Small-Large Language Model Collaborative Inference MixLLM: Dynamic Routing in Mixed Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T10:14:14.711685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.