Paper Citation Record · LEDGER

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing

As of 9 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 1 inbound Pith citation observation for arXiv:2502.04411.

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

pith.paper-citation-record.v1
2502.04411 v3

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T00:07:44.901131Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:42:21.281499Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T15:42:25.856629Z

Reference resolution

18 of 18 outbound references displayed

verified exact0
verified fuzzy11
unresolved6
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 483bf4fc-fefb-4e89-93be-dbab75ed237f · outbound

This paper cites This direction discusses the layer-wise training dynamics to help shed some light on the paramter conflicts and the layer-wise adaptivity.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing This direction discusses the layer-wise training dynamics to help shed some light on the paramter conflicts and the layer-wise adaptivity

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:08:00.315838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c68ab02e-1e63-4fcf-84af-ec0db929c478 · outbound

This paper cites AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T00:07:44.756545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5009eaff-405f-4126-a582-dddb75a201bd · outbound

This paper cites This direction reviews some works of the OOD Detection and Generalization, shedding light on deployment of the model merging on the out-of-distribution data.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing This direction reviews some works of the OOD Detection and Generalization, shedding light on deployment of the model merging on the out-of-distribution data

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:08:00.285288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f20b0999-19a1-4ec7-8474-383bc9c45146 · outbound

This paper cites This direction shortly review some works about the model compression, in which many methods can be directly applied into our framework to further reduce the memory costs.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing This direction shortly review some works about the model compression, in which many methods can be directly applied into our framework to further reduce the memory costs

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:08:00.269075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fc5054f5-9f2e-4326-9339-8da2185b5a97 · outbound

This paper cites This direction reviews some works about how to generate new synthetic data to improve the model merging performance.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing This direction reviews some works about how to generate new synthetic data to improve the model merging performance

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:08:00.253268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4724ec05-0d08-4f15-84e1-b6ac32657a74 · outbound

This paper cites This direction reviews some works of the Bayesian deep learning, discussing the uncertainty and Bayesian model averaging.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing This direction reviews some works of the Bayesian deep learning, discussing the uncertainty and Bayesian model averaging

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:08:00.300506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation db261900-342a-414c-a30b-d80cc00bd639 · outbound

This paper cites The importance measurement is based on the calibration dataset.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing The importance measurement is based on the calibration dataset

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:08:00.236265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 897a805d-bc96-41dd-9267-796c0d212292 · outbound

This paper cites Because that the importance measurement is based on the calibration dataset, the computation costs is almost similar to conduct the complete forward process of the different models.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing Because that the importance measurement is based on the calibration dataset, the computation costs is almost similar to conduct the complete forward process of the different models

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:08:00.218277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d0db58af-b2ee-4cd3-9132-10c31bf29d1e · outbound

This paper cites While methods in these importance based weighted averaging methods can improve the merging performance, they still face the parameter conflicts between different models.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing While methods in these importance based weighted averaging methods can improve the merging performance, they still face the parameter conflicts between different models

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:08:00.201980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c17616e8-d1bd-4f59-8c54-99374b0869be · outbound

This paper cites Structured pruning is hardware-agnostic, facilitating accelerated inference but may degrade performance due to the removal of critical components, often necessitating fine-tuning.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing Structured pruning is hardware-agnostic, facilitating accelerated inference but may degrade performance due to the removal of critical components, often necessitating fine-tuning

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:08:00.170118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 408ff6a9-4b73-4360-b7bf-bb04dfb2628b · outbound

This paper cites Orca-Math: Unlocking the potential of SLMs in Grade School Math.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing Orca-Math: Unlocking the potential of SLMs in Grade School Math

Reference 1282

Resolution: unresolved; no resolver link, observed 2026-08-09T00:07:44.763265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cea28681-5299-4da2-a716-a8839777ab30 · outbound

This paper cites Towards Greener LLMs: Bringing Energy-Efficiency to the Forefront of LLM Inference.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing Towards Greener LLMs: Bringing Energy-Efficiency to the Forefront of LLM Inference

Reference 2007

Resolution: unresolved; no resolver link, observed 2026-08-09T00:07:44.773160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6117664-0a1e-4563-9f3a-43fb714b81aa · outbound

This paper cites Romeo and Juliet.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing Romeo and Juliet

Reference 2016

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:08:00.152253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a2d4e280-b888-4203-9b75-300dca636753 · outbound

This paper cites You, J., Chung, J.-W., and Chowdhury, M.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing You, J., Chung, J.-W., and Chowdhury, M

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-09T00:07:44.782058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8011329e-b147-42bc-9335-0495b0c8aba4 · outbound

This paper cites overlapping local updates.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing overlapping local updates

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:08:00.185843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8a801fd8-184c-49c4-aa10-8ee180a2805d · outbound

This paper cites Explaining and Harnessing Adversarial Examples.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing Explaining and Harnessing Adversarial Examples

Reference 2023

Resolution: malformed identifier; no resolver link, observed 2026-08-09T00:07:44.743046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24c95ae2-2e04-4bdf-904f-724de1f7ce38 · outbound

This paper cites SWIFT:A Scalable lightWeight Infrastructure for Fine-Tuning.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing SWIFT:A Scalable lightWeight Infrastructure for Fine-Tuning

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-09T00:07:44.801485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b8f76b3-7278-4b7b-962c-88c3e9f66f7c · outbound

This paper cites Automatic Instruction Evolving for Large Language Models.

Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing Automatic Instruction Evolving for Large Language Models

Reference 7261

Resolution: unresolved; no resolver link, observed 2026-08-09T00:07:44.792827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 1c92c14e-10c5-49a3-bdaf-8a6e5ac0f3ab · inbound

Local Mixtures of Experts: Essentially Free Test-Time Training via Model Merging cites this paper.

Local Mixtures of Experts: Essentially Free Test-Time Training via Model Merging Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:42:25.897996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.