Paper Citation Record · LEDGER

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance

As of 15 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 2 inbound Pith citation observations for arXiv:2505.20525.

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

pith.paper-citation-record.v1
2505.20525 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:58:13.613771Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T10:47:33.349484Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T02:36:27.263655Z

Reference resolution

19 of 19 outbound references displayed

verified exact4
verified fuzzy1
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 25350f6f-4959-41bc-a2aa-8d5f9186ff70 · outbound

This paper cites Training-free Color-Style Disentanglement for Constrained Text-to-Image Synthesis.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance Training-free Color-Style Disentanglement for Constrained Text-to-Image Synthesis

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:58:14.265793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6df6151d-d9ec-4657-bde7-f7e86339e980 · outbound

This paper cites MC$^2$: Multi-concept Guidance for Customized Multi-concept Generation.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance MC$^2$: Multi-concept Guidance for Customized Multi-concept Generation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:12.952590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 403c2286-9b25-4060-874c-6e42c92841e3 · outbound

This paper cites LoRA-Switch: Boosting the Efficiency of Dynamic LLM Adapters via System-Algorithm Co-design.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance LoRA-Switch: Boosting the Efficiency of Dynamic LLM Adapters via System-Algorithm Co-design

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:13.005495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfe62043-2ed5-4fa3-a387-3ce1089e45c4 · outbound

This paper cites Multi-Concept Customization of Text-to-Image Diffusion.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance Multi-Concept Customization of Text-to-Image Diffusion

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:13.045285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 427a9fa3-5894-4ca3-96c6-63001e2cf3dd · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:13.200551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d0f9755-d00e-4f38-b738-e3135b3b0d6d · outbound

This paper cites LoRA Soups: Merging LoRAs for Practical Skill Composition Tasks.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance LoRA Soups: Merging LoRAs for Practical Skill Composition Tasks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:13.248948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ba1b1b6-52bf-4c74-a68e-e96f003efc02 · outbound

This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:13.292443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b7385e2-c515-4ab2-9b59-e7e136b17496 · outbound

This paper cites DuoLoRA : Cycle-consistent and Rank-disentangled Content-Style Personalization.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance DuoLoRA : Cycle-consistent and Rank-disentangled Content-Style Personalization

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:13.344216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5748e1b2-b35f-49d5-b34c-db97b78c8201 · outbound

This paper cites Mixture of LoRA Experts.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance Mixture of LoRA Experts

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:13.402299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95b990a8-8071-4c28-99c5-ec02f2f805d3 · outbound

This paper cites Frequency-Aware Guidance for Blind Image Restoration via Diffusion Models.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance Frequency-Aware Guidance for Blind Image Restoration via Diffusion Models

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:58:13.784254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7ccbf94a-4789-4bd1-bd15-7e40408827c1 · outbound

This paper cites Merging LoRAs like Playing LEGO: Pushing the Modularity of LoRA to Extremes Through Rank-Wise Clustering.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance Merging LoRAs like Playing LEGO: Pushing the Modularity of LoRA to Extremes Through Rank-Wise Clustering

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:13.487619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4334150-4bf1-440d-bd6c-dc0fb0f6a2c4 · outbound

This paper cites Multi-LoRA Composition for Image Generation.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance Multi-LoRA Composition for Image Generation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:13.537847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06979acf-d391-420a-a868-d0b122542e73 · outbound

This paper cites Wdig: a wavelet domain image generation framework based on frequency domain optimization.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance Wdig: a wavelet domain image generation framework based on frequency domain optimization

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:58:14.358325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 88c57f29-b007-426b-8e32-74214e1b7a0f · outbound

This paper cites Cached Multi-Lora Composition for Multi-Concept Image Generation.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance Cached Multi-Lora Composition for Multi-Concept Image Generation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:13.613771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 289f3308-50bf-4d25-8ee3-0def2b3baacf · outbound

This paper cites FLoRA: Sample-Efficient Preference-based RL via Low-Rank Style Adaptation of Reward Functions.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance FLoRA: Sample-Efficient Preference-based RL via Low-Rank Style Adaptation of Reward Functions

Reference 1989

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:58:13.995177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 056ee1f7-abd7-4fa1-be24-5029c697d236 · outbound

This paper cites LoraHub: Efficient Cross-Task Generalization via Dynamic LoRA Composition.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance LoraHub: Efficient Cross-Task Generalization via Dynamic LoRA Composition

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:12.917042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ca78a43-ba85-44c4-8af8-b0955798fad6 · outbound

This paper cites IterIS: Iterative Inference-Solving Alignment for LoRA Merging.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance IterIS: Iterative Inference-Solving Alignment for LoRA Merging

Reference 2023

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:58:14.154516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f4742288-30c0-4526-a16d-493fae376ceb · outbound

This paper cites One-for-All: Generalized LoRA for Parameter-Efficient Fine-tuning.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance One-for-All: Generalized LoRA for Parameter-Efficient Fine-tuning

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:12.822411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52ef11ea-a4ee-43be-8757-3c9b52c7275d · outbound

This paper cites K-LoRA: Unlocking Training-Free Fusion of Any Subject and Style LoRAs.

MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance K-LoRA: Unlocking Training-Free Fusion of Any Subject and Style LoRAs

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T13:58:13.135825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 2bdaaea1-8214-4a1d-a092-62c8ff200b4b · inbound

Gate-and-Merge: Zero-shot Compositional Personalization of Vision Language Models cites this paper.

Gate-and-Merge: Zero-shot Compositional Personalization of Vision Language Models MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-12T00:56:14.286395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2264771c-32c8-468f-989d-0b5ecb78293b · inbound

Training-Free Multi-Concept LoRA Composition with Prompt-Aware Weighting cites this paper.

Training-Free Multi-Concept LoRA Composition with Prompt-Aware Weighting MultLFG: Training-free Multi-LoRA composition using Frequency-domain Guidance

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-07-02T02:36:27.265141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.