Paper Citation Record · LEDGER

LoRA Learns Less and Forgets Less

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 45 inbound Pith citation observations for arXiv:2405.09673.

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

pith.paper-citation-record.v1
2405.09673 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 45 of 45 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 45 of 45 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:31:42.061884Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T19:30:07.259186Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 9ba0fd91-1273-4f46-8c25-048b37646563 · inbound

A Memory Efficient Randomized Subspace Optimization Method for Training Large Language Models cites this paper.

A Memory Efficient Randomized Subspace Optimization Method for Training Large Language Models LoRA Learns Less and Forgets Less

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T13:31:42.061884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ca2d721-629a-4124-bc2b-51d635eccc00 · inbound

HRP: High-Rank Preheating for Superior LoRA Initialization cites this paper.

HRP: High-Rank Preheating for Superior LoRA Initialization LoRA Learns Less and Forgets Less

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T11:51:09.948149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b757c5f-ed2f-46f4-b935-a6d1f812e0d1 · inbound

Mixture of Low Rank Adaptation with Partial Parameter Sharing for Time Series Forecasting cites this paper.

Mixture of Low Rank Adaptation with Partial Parameter Sharing for Time Series Forecasting LoRA Learns Less and Forgets Less

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:45:58.468305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f39f8234-2171-4e98-94b7-cc38e0e439f0 · inbound

Weight Spectra Induced Efficient Model Adaptation cites this paper.

Weight Spectra Induced Efficient Model Adaptation LoRA Learns Less and Forgets Less

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:54.044434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8853e61d-0af8-48ca-88e0-68ab432e5ca3 · inbound

Leave it to the Specialist: Repair Sparse LLMs with Sparse Fine-Tuning via Sparsity Evolution cites this paper.

Leave it to the Specialist: Repair Sparse LLMs with Sparse Fine-Tuning via Sparsity Evolution LoRA Learns Less and Forgets Less

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T12:41:42.678829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec704b60-cc43-4062-8e63-9904645018cd · inbound

Reinforced Refinement with Self-Aware Expansion for End-to-End Autonomous Driving cites this paper.

Reinforced Refinement with Self-Aware Expansion for End-to-End Autonomous Driving LoRA Learns Less and Forgets Less

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-07T04:46:48.781646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81debbcb-920e-402d-9cd5-a06f9378196f · inbound

SOFT: Selective Data Obfuscation for Protecting LLM Fine-tuning against Membership Inference Attacks cites this paper.

SOFT: Selective Data Obfuscation for Protecting LLM Fine-tuning against Membership Inference Attacks LoRA Learns Less and Forgets Less

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T04:33:16.824450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6d09532-d057-4891-8f53-0655b59e8902 · inbound

LARGO: Low-Rank Regulated Gradient Projection for Robust Parameter Efficient Fine-Tuning cites this paper.

LARGO: Low-Rank Regulated Gradient Projection for Robust Parameter Efficient Fine-Tuning LoRA Learns Less and Forgets Less

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T00:58:07.753430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14426df0-6280-47e0-a207-c0cedd8e3f42 · inbound

Improving LoRA with Variational Learning cites this paper.

Improving LoRA with Variational Learning LoRA Learns Less and Forgets Less

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T00:25:29.109933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e65f524-9e20-4268-8ab5-13b10ef954ea · inbound

Little by Little: Continual Learning via Incremental Mixture of Rank-1 Associative Memory Experts cites this paper.

Little by Little: Continual Learning via Incremental Mixture of Rank-1 Associative Memory Experts LoRA Learns Less and Forgets Less

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-22T13:06:34.490696Z

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 20c43223-189f-4a17-ad9b-5a326f670867 · inbound

LoRA-Mixer: Coordinate Modular LoRA Experts Through Serial Attention Routing cites this paper.

LoRA-Mixer: Coordinate Modular LoRA Experts Through Serial Attention Routing LoRA Learns Less and Forgets Less

Reference 50

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T09:07:14.613606Z

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 4d43623f-5c82-4dd4-a34d-e46eaa4c9d66 · inbound

EdgeLoRA: An Efficient Multi-Tenant LLM Serving System on Edge Devices cites this paper.

EdgeLoRA: An Efficient Multi-Tenant LLM Serving System on Edge Devices LoRA Learns Less and Forgets Less

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T20:58:54.519614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c44ca49e-ab63-4bf9-b64d-41bde8dfdbf5 · inbound

Pusa V1.0: Unlocking Temporal Control in Pretrained Video Diffusion Models via Vectorized Timestep Adaptation cites this paper.

Pusa V1.0: Unlocking Temporal Control in Pretrained Video Diffusion Models via Vectorized Timestep Adaptation LoRA Learns Less and Forgets Less

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T15:24:25.120353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de5c4c14-32a8-4ed0-9ff1-eb2a6b496bf0 · inbound

Continual Learning for VLMs: A Survey and Taxonomy Beyond Forgetting cites this paper.

Continual Learning for VLMs: A Survey and Taxonomy Beyond Forgetting LoRA Learns Less and Forgets Less

Reference 99

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T23:44:26.924212Z

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 b0b01936-b29f-4e1c-a222-3a50791802e9 · inbound

Continual Learning for VLMs: A Survey and Taxonomy Beyond Forgetting cites this paper.

Continual Learning for VLMs: A Survey and Taxonomy Beyond Forgetting LoRA Learns Less and Forgets Less

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-06T00:51:57.865153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20f7bc87-c7a9-4749-ab6c-1aeba422fb72 · inbound

GeRe: Towards Efficient Anti-Forgetting in Continual Learning of LLM via General Samples Replay cites this paper.

GeRe: Towards Efficient Anti-Forgetting in Continual Learning of LLM via General Samples Replay LoRA Learns Less and Forgets Less

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T23:54:27.028906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db826248-cd26-4939-aa4e-1e27d1e11c92 · inbound

CR-Net: Scaling Parameter-Efficient Training with Cross-Layer Low-Rank Structure cites this paper.

CR-Net: Scaling Parameter-Efficient Training with Cross-Layer Low-Rank Structure LoRA Learns Less and Forgets Less

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-18T14:52:41.329091Z

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 01fbab61-b68c-488f-b23e-0248db9cfd1d · inbound

InstructMoLE: Instruction-Guided Mixture of Low-rank Experts for Multi-Conditional Image Generation cites this paper.

InstructMoLE: Instruction-Guided Mixture of Low-rank Experts for Multi-Conditional Image Generation LoRA Learns Less and Forgets Less

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-16T19:11:11.502238Z

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 cb46b6ba-5ba2-4736-a388-6ce7d144ba22 · inbound

Robust Policy Optimization to Prevent Catastrophic Forgetting cites this paper.

Robust Policy Optimization to Prevent Catastrophic Forgetting LoRA Learns Less and Forgets Less

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T05:37:24.414444Z

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 3197ec90-b3f5-4e98-a529-37e2f4d76105 · inbound

A Language-Guided Bayesian Optimization for Efficient LoRA Hyperparameter Search cites this paper.

A Language-Guided Bayesian Optimization for Efficient LoRA Hyperparameter Search LoRA Learns Less and Forgets Less

Reference 2012

Resolution: unresolved; no resolver link, observed 2026-08-03T09:45:41.335752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c45b8cf-d40e-487e-be91-7afb63a9f21d · 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 LoRA Learns Less and Forgets Less

Reference 3

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 7a95a448-434e-4b1e-8892-7db053c98616 · 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 LoRA Learns Less and Forgets Less

Reference 3

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be5aafc9-b8d7-4015-a724-00a650b1d822 · inbound

Do Transformers Use their Depth Adaptively? Evidence from a Relational Reasoning Task cites this paper.

Do Transformers Use their Depth Adaptively? Evidence from a Relational Reasoning Task LoRA Learns Less and Forgets Less

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T10:16:07.435143Z

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 36c58128-dabc-4b40-8273-e70fefd77c63 · inbound

TLoRA: Task-aware Low Rank Adaptation of Large Language Models cites this paper.

TLoRA: Task-aware Low Rank Adaptation of Large Language Models LoRA Learns Less and Forgets Less

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T09:48:48.213921Z

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 2fdd6eca-e619-4123-b2a9-e84a35e95e4b · inbound

COMPASS: COntinual Multilingual PEFT with Adaptive Semantic Sampling cites this paper.

COMPASS: COntinual Multilingual PEFT with Adaptive Semantic Sampling LoRA Learns Less and Forgets Less

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T13:41:05.734202Z

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 ad4e9f03-6c4e-478a-826b-f9b537b6122c · inbound

Optimizer-Model Consistency: Full Finetuning with the Same Optimizer as Pretraining Forgets Less cites this paper.

Optimizer-Model Consistency: Full Finetuning with the Same Optimizer as Pretraining Forgets Less LoRA Learns Less and Forgets Less

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T19:26:08.668232Z

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 da2cd688-3801-437d-9cdb-b5e1de57ea5b · inbound

Beyond LoRA vs. Full Fine-Tuning: Gradient-Guided Optimizer Routing for LLM Adaptation cites this paper.

Beyond LoRA vs. Full Fine-Tuning: Gradient-Guided Optimizer Routing for LLM Adaptation LoRA Learns Less and Forgets Less

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T04:40:58.748117Z

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 fc2c15e8-c169-4e05-b7a4-b68da4c4f0e2 · inbound

Beyond LoRA vs. Full Fine-Tuning: Gradient-Guided Optimizer Routing for LLM Adaptation cites this paper.

Beyond LoRA vs. Full Fine-Tuning: Gradient-Guided Optimizer Routing for LLM Adaptation LoRA Learns Less and Forgets Less

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T23:53:51.950419Z

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 7ef59fb9-071f-4c67-8cc9-088c31a35499 · inbound

LLiMba: Sardinian on a Single GPU -- Adapting a 3B Language Model to a Vanishing Romance Language cites this paper.

LLiMba: Sardinian on a Single GPU -- Adapting a 3B Language Model to a Vanishing Romance Language LoRA Learns Less and Forgets Less

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T02:06:14.854466Z

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 93b51309-e1d9-4f0d-9828-7762c01b1dbf · inbound

Pion: A Spectrum-Preserving Optimizer via Orthogonal Equivalence Transformation cites this paper.

Pion: A Spectrum-Preserving Optimizer via Orthogonal Equivalence Transformation LoRA Learns Less and Forgets Less

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T04:57:17.544947Z

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 b59f54f0-4355-493b-b234-53e0cc29cae8 · inbound

Early Data Exposure Improves Robustness to Subsequent Fine-Tuning cites this paper.

Early Data Exposure Improves Robustness to Subsequent Fine-Tuning LoRA Learns Less and Forgets Less

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T20:47:58.585687Z

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 7835c0b1-f3e1-46ed-8895-e63d5034b504 · inbound

Fine-Tuning Without Forgetting via Loss-Adaptive Learning Rates cites this paper.

Fine-Tuning Without Forgetting via Loss-Adaptive Learning Rates LoRA Learns Less and Forgets Less

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T07:18:06.993559Z

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 0b607cfc-6ab4-4604-a1e4-1d3c2216c50d · inbound

Mask the Target: A Plug-and-Play Regularizer Against LoRA Forgetting cites this paper.

Mask the Target: A Plug-and-Play Regularizer Against LoRA Forgetting LoRA Learns Less and Forgets Less

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:43:14.111340Z

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 7efc7797-6212-45b5-a20c-755e77444180 · inbound

On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters cites this paper.

On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters LoRA Learns Less and Forgets Less

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:16:16.708715Z

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 fc4ce5c8-0c82-4a96-b416-4b5120df26db · inbound

CLaaS: Continual learning as a service for sample efficient online learning cites this paper.

CLaaS: Continual learning as a service for sample efficient online learning LoRA Learns Less and Forgets Less

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-02T11:46:56.254889Z

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 7c13fb18-ae91-44ae-9e0b-aff4f1a1e6c4 · inbound

Lifelong In-Context Learning with Transformers Requires Parametric Forms of Attention cites this paper.

Lifelong In-Context Learning with Transformers Requires Parametric Forms of Attention LoRA Learns Less and Forgets Less

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T19:30:07.260600Z

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 cb291aa2-d2a7-42aa-b6e8-a7138491347c · inbound

Transplanting, inverting, and preventing a misalignment persona: method-conditional emergent misalignment in Qwen2.5 cites this paper.

Transplanting, inverting, and preventing a misalignment persona: method-conditional emergent misalignment in Qwen2.5 LoRA Learns Less and Forgets Less

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-11T18:20:40.287006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f3a08d2-b253-441f-ba5d-719e68bbfe60 · inbound

Scaling Point-in-Time Language Models cites this paper.

Scaling Point-in-Time Language Models LoRA Learns Less and Forgets Less

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T15:39:35.740336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 647d14f5-f301-46b9-8dfb-988e024739e0 · inbound

SOS-LoRA: Static Orthogonal-Subspace Low-Rank Adaptation with Fixed Multi-Scale Scaling cites this paper.

SOS-LoRA: Static Orthogonal-Subspace Low-Rank Adaptation with Fixed Multi-Scale Scaling LoRA Learns Less and Forgets Less

Reference 226

Resolution: unresolved; no resolver link, observed 2026-08-02T09:51:03.796812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50706905-1a48-42f7-ae20-95ed938f40e7 · inbound

After the Euclidean Highway: Hyperbolic Expert AI as the Next Innovation cites this paper.

After the Euclidean Highway: Hyperbolic Expert AI as the Next Innovation LoRA Learns Less and Forgets Less

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-01T17:51:35.656758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 133b63de-da01-4647-8be8-557e898c60b3 · inbound

PoLoRA: A Preconditioned Orthogonalized LoRA Optimizer cites this paper.

PoLoRA: A Preconditioned Orthogonalized LoRA Optimizer LoRA Learns Less and Forgets Less

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T17:32:31.846788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdec435e-912a-441e-a1e1-44583e708703 · inbound

One Student, Many Teachers: Multi-Task On-Policy Distillation via Soft-Prompt Privileged Context cites this paper.

One Student, Many Teachers: Multi-Task On-Policy Distillation via Soft-Prompt Privileged Context LoRA Learns Less and Forgets Less

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T09:22:00.516068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51594cad-bd49-468d-86d1-976d8db05fd8 · inbound

MoE$^2$-LoRA: When MoE Models Meet MoE-style Low-Rank Adaptation cites this paper.

MoE$^2$-LoRA: When MoE Models Meet MoE-style Low-Rank Adaptation LoRA Learns Less and Forgets Less

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-01T06:18:16.224560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e4cae20-cd6b-4b34-92ad-aa2b500648b6 · inbound

How Meta-Learning Shapes LoRA Adapter Geometry in Speech Deepfake Detection cites this paper.

How Meta-Learning Shapes LoRA Adapter Geometry in Speech Deepfake Detection LoRA Learns Less and Forgets Less

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T06:08:25.705441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef603cd2-3f3e-472d-9311-0db57add52cf · inbound

MemSFT: Mitigating Alignment Tax with an External Parametric Memory cites this paper.

MemSFT: Mitigating Alignment Tax with an External Parametric Memory LoRA Learns Less and Forgets Less

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-01T01:59:49.777615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.