Paper Citation Record · LEDGER

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps

As of 16 August 2026, this Paper Citation Record lists 93 of 93 outbound references and 2 inbound Pith citation observations for arXiv:2506.16787.

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

pith.paper-citation-record.v1
2506.16787 v1

Coverage vector

measured 93 of 93 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:24:06.594438Z

measured 95 of 95 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 2026-07-15T11:44:19.622453Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

93 of 93 outbound references displayed

verified exact2
verified fuzzy0
unresolved91
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f4aaf6f0-f38e-4af8-9aaa-3c3483f0bfad · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.121421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aeca784f-28e3-404f-8094-9e971eda312e · outbound

This paper cites Program Synthesis with Large Language Models.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Program Synthesis with Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.127487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62e7bdef-dffd-477a-9514-446b868ccb88 · outbound

This paper cites Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.133978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c328c0c-8335-4e59-b285-83155e1fe574 · outbound

This paper cites LoRA-XS: Low-Rank Adaptation with Extremely Small Number of Parameters.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps LoRA-XS: Low-Rank Adaptation with Extremely Small Number of Parameters

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.139200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6303373-898a-4802-9740-dda8b2aea69b · outbound

This paper cites PRILoRA: Pruned and Rank-Increasing Low-Rank Adaptation.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps PRILoRA: Pruned and Rank-Increasing Low-Rank Adaptation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.144693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45b54a84-6104-4be8-94ec-02a4ec903dfa · outbound

This paper cites Leveraging redundancy in attention with Reuse Transformers.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Leveraging redundancy in attention with Reuse Transformers

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.150333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4678908-a50b-4f36-8e52-d5c60eb74802 · outbound

This paper cites LoRA Learns Less and Forgets Less.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps LoRA Learns Less and Forgets Less

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.155971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abc91d68-08eb-4add-9356-1db45d41d1da · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.161125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c4b2ec9-12f8-4829-9ac5-5532ab913f6d · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.165930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bfd792c-d58b-43d7-9c6f-98a4a502de4f · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.171503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f2bc14d-b9ec-4300-ad6a-1f11fb575098 · outbound

This paper cites Parameter-Efficient Fine-Tuning via Circular Convolution.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Parameter-Efficient Fine-Tuning via Circular Convolution

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-15T19:24:07.352792Z

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 bf4c17fd-69cb-4535-ab21-b45ebc9ed810 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.181864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 907f690d-1cb6-4ab3-a765-b11bfd38bbc0 · outbound

This paper cites DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.186946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da06ba51-9681-4153-868c-ea6cd950e652 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Evaluating Large Language Models Trained on Code

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.192435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b27dc35-51b6-410a-999c-7ea54edc03bc · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.197562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c019807c-0552-4fa7-a0c9-808db4e35d9e · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.201847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b96c95eb-efe8-4fc1-a0c5-72af15c4a2a4 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.206350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64137fb6-d866-44ee-b95f-ef7eeba454e4 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.210982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e7edd73-b743-4adc-a13b-73f1987b1f9c · outbound

This paper cites BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.215767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33c4160a-d6d6-43a9-aefa-41006190d1e5 · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.220722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a61b1395-84bd-4c24-a405-302d3369e415 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Training Verifiers to Solve Math Word Problems

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.225650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f53bda74-6b08-4f49-9d72-756e301fc263 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.230719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63f8968e-255d-4d7e-b36b-30f5b363e9ef · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.235260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a104c11b-333c-46d6-b719-02345c939c72 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.239987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee055b76-8049-4011-8e7f-96c8013d7176 · outbound

This paper cites The Llama 3 Herd of Models.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps The Llama 3 Herd of Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.244812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 017e6491-1254-4a11-b0ea-582e98f05727 · outbound

This paper cites The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.250279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69a61dd5-d8ba-4bf5-87bb-a835e7ca27e1 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.255209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b570e419-d386-4979-bb4d-6a6e23e755e4 · outbound

This paper cites Parameter-Efficient Fine-Tuning with Discrete Fourier Transform.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Parameter-Efficient Fine-Tuning with Discrete Fourier Transform

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.260701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afbc4f7c-e0fa-4632-b62b-870d28f6e212 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:08.111644Z

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 18dcc5ea-73fc-47b0-be00-75d393ebc2e3 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:08.095180Z

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 5934c2a7-8624-401a-9d5e-817c1c7b2487 · outbound

This paper cites Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.275349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59a9678e-7beb-4a30-b35e-02bcaffbafe5 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:08.076545Z

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 9f50ca30-9e83-486d-940a-a3b2094e3966 · outbound

This paper cites Towards a Unified View of Parameter-Efficient Transfer Learning.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Towards a Unified View of Parameter-Efficient Transfer Learning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.285084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f7a434c-d31f-4e83-83ab-22c6b455804b · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.290367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d3f3567-0036-4c9d-8bc9-08d82bc3749d · outbound

This paper cites SparseAdapter: An Easy Approach for Improving the Parameter-Efficiency of Adapters.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps SparseAdapter: An Easy Approach for Improving the Parameter-Efficiency of Adapters

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.294743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0aeb313-5be0-4adf-af01-c32ca730c56c · outbound

This paper cites What Matters in Transformers? Not All Attention is Needed.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps What Matters in Transformers? Not All Attention is Needed

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.299616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58ea7d3b-0523-457b-876e-8a92b2d8f551 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Measuring Massive Multitask Language Understanding

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.305091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adb47928-e95c-4eba-a283-22ed69f07569 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.311034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba627388-c8b6-46e2-98ab-eef19389a15e · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps LoRA: Low-Rank Adaptation of Large Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.315903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1d386c3-46ab-4c2e-9657-d56850c0b45f · outbound

This paper cites LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.321189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 903d2eac-11a0-4374-b732-40d3fc750d81 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:08.035524Z

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 29589ae5-2dd9-4fa6-bf7e-9554d415f253 · outbound

This paper cites Training and Generating Neural Networks in Compressed Weight Space.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Training and Generating Neural Networks in Compressed Weight Space

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-08-15T19:24:07.045784Z

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 1cdf0c57-c6d2-405b-8875-d503c5fd7378 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:08.018353Z

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 321d5bb3-fab1-4a05-8aea-7513a3f7e513 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:08.000033Z

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 904617b8-cadc-4813-a400-22afcda8b021 · outbound

This paper cites MoRA: High-Rank Updating for Parameter-Efficient Fine-Tuning.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps MoRA: High-Rank Updating for Parameter-Efficient Fine-Tuning

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.344294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19b0acb7-dc3f-47e5-ae76-558ab8aa4b0a · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.348759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e018054-c9be-4387-b4d4-393e25671600 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.353052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e28afe2-246e-41cc-8086-27e8c64295d6 · outbound

This paper cites VeRA: Vector-based Random Matrix Adaptation.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps VeRA: Vector-based Random Matrix Adaptation

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.357400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4bcf09b-3834-4031-9a8f-2c9b6a30fb67 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:07.961837Z

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 46319e31-f5d1-4234-9f08-d2008b2dca0a · outbound

This paper cites SNIP: Single-shot Network Pruning based on Connection Sensitivity.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps SNIP: Single-shot Network Pruning based on Connection Sensitivity

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.371108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b315c178-6750-4110-89c4-5c52071f99fb · outbound

This paper cites The Power of Scale for Parameter-Efficient Prompt Tuning.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps The Power of Scale for Parameter-Efficient Prompt Tuning

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.377516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26e80837-a64a-4e26-bcb7-ab85803e1108 · outbound

This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Prefix-Tuning: Optimizing Continuous Prompts for Generation

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.382825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 372a55e3-dcf2-4900-bf83-f9155b9c9192 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:07.945616Z

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 4deafc04-b63a-48fc-9722-af575f39c344 · outbound

This paper cites VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector Banks.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector Banks

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.392563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8d3a601-4e1f-4bdd-98cf-2a5e28bf68d8 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:07.928081Z

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 af6e2052-d33f-433e-912d-22edff35bf41 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.402367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ae9f3a5-ffb3-4a42-acaf-713a3ea371e2 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.409098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee37ff88-e4d7-4c2a-a2d6-723c20894749 · outbound

This paper cites DoRA: Weight-Decomposed Low-Rank Adaptation.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps DoRA: Weight-Decomposed Low-Rank Adaptation

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.414275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17b44bef-f4d6-4866-909d-ce5dbded6dcc · outbound

This paper cites The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.419560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e3be498-e9a6-4c91-aef4-712c023ec9d4 · outbound

This paper cites P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.424703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cae9beef-94ac-4daf-91b9-c234a36e4782 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.429593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e666f5b-1b7d-4068-8ad4-21e9e2417186 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.434261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 515c9ea7-f730-4f4a-947e-e375a30e43e1 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.439049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fd079c6-6854-4ae9-b3d7-9416478a6f64 · outbound

This paper cites ShortGPT: Layers in Large Language Models are More Redundant Than You Expect.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps ShortGPT: Layers in Large Language Models are More Redundant Than You Expect

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.443966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dccff052-c920-4ec1-9805-76044e754ced · outbound

This paper cites Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.449160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5da71b3-ba13-4ce7-b697-977419e9a492 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:07.856973Z

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 70e3b329-7b5d-4c26-8c31-0a7bd9ebb293 · outbound

This paper cites RoSA: Accurate Parameter-Efficient Fine-Tuning via Robust Adaptation.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps RoSA: Accurate Parameter-Efficient Fine-Tuning via Robust Adaptation

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.459185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 587e4845-4a30-4f16-a00c-a5b5c4579cbe · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:07.840885Z

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 821d8661-a34c-4c5c-908a-53168fdefc93 · outbound

This paper cites AdapterFusion: Non-Destructive Task Composition for Transfer Learning.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps AdapterFusion: Non-Destructive Task Composition for Transfer Learning

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.469490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 705d3576-55ac-4f11-9b27-7bac44ca0854 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.474369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3995037-9965-4d18-a54b-b388714239d4 · outbound

This paper cites Tied-Lora: Enhancing parameter efficiency of LoRA with weight tying.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Tied-Lora: Enhancing parameter efficiency of LoRA with weight tying

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.479235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4627befb-f6d4-4f74-a85e-fa2a3f21b0f7 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.484329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fec5a4e-7e28-44de-a265-486b9bace028 · outbound

This paper cites SocialIQA: Commonsense Reasoning about Social Interactions.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps SocialIQA: Commonsense Reasoning about Social Interactions

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.489077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4955312-7867-4b08-bba1-0f0876cf8170 · outbound

This paper cites Structured Unrestricted-Rank Matrices for Parameter Efficient Fine-tuning.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Structured Unrestricted-Rank Matrices for Parameter Efficient Fine-tuning

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.494661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c31a9d6d-f590-4855-9297-e75edb544b2f · outbound

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

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps LLaMA: Open and Efficient Foundation Language Models

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.500118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d30a5a97-f88c-40a8-9545-ccf20bd9e97d · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.505927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2b0cddc-4a2d-45cb-a864-6391e33d35bb · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:07.752065Z

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 6ee62555-fc74-488d-b010-2257cb9b8a03 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:07.734120Z

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 c2cdf459-e36a-4e44-b02a-dcff1ebfb25e · outbound

This paper cites Picking Winning Tickets Before Training by Preserving Gradient Flow.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Picking Winning Tickets Before Training by Preserving Gradient Flow

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.520562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aae2ce2a-d934-4a77-a8c7-f2d514768127 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.525694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddba532b-6db0-447b-85e8-04c410267f69 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.530377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbd081af-0286-41f9-b426-ce4f50918957 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:07.696302Z

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 8266a425-96db-441f-b98f-8826613461c4 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:07.679308Z

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 41f6a7e4-2dee-4e99-b5fb-770cd9089f10 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:07.662506Z

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 994b0e1e-d1db-4004-8bfc-c1d996bef766 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.550518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bca5192-fd86-4b43-a7cc-e1a0f75de4e8 · outbound

This paper cites MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.555095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0ab6156-15b6-4039-a5e6-b925e1b7e97c · outbound

This paper cites HellaSwag: Can a Machine Really Finish Your Sentence?.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps HellaSwag: Can a Machine Really Finish Your Sentence?

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.560284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88097e43-745f-4695-abfd-cf031b7aa2f8 · outbound

This paper cites LoRA-FA: Efficient and Effective Low Rank Representation Fine-tuning.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps LoRA-FA: Efficient and Effective Low Rank Representation Fine-tuning

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.565732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ae83e3d-1b61-418b-af17-97846b315185 · outbound

This paper cites AdaLoRA: Adaptive Budget Allocation for Parameter-Efficient Fine-Tuning.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps AdaLoRA: Adaptive Budget Allocation for Parameter-Efficient Fine-Tuning

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.571510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4039c13e-26d6-470c-9439-bde5aad094e0 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:07.635265Z

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 408fa545-9c67-4402-92a4-e8fbf24af185 · outbound

This paper cites an unresolved cited work.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps Unresolved cited work

Reference 91

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:24:07.619042Z

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 60e469be-ace9-4769-9120-48b4d5b0b299 · outbound

This paper cites online" 'onlinestring :=.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps online" 'onlinestring :=

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.588817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ab77c84-edb6-43e6-887d-b5dd9217da66 · outbound

This paper cites write newline.

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps write newline

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-15T19:24:06.594438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 709fcb9c-9057-4a18-a73a-2afbb2ab5fce · inbound

ScatterPrism: convergence for generative simulation and inverse problems in particle and nuclear physics cites this paper.

ScatterPrism: convergence for generative simulation and inverse problems in particle and nuclear physics Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-13T14:28:05.261852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ea6b28b-4dba-4ca5-90bb-2c842d14d7b8 · inbound

ScatterPrism: convergence for generative simulation and inverse problems in particle and nuclear physics cites this paper.

ScatterPrism: convergence for generative simulation and inverse problems in particle and nuclear physics Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-15T11:44:19.622453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.