# Federated Parameter-Efficient Fine-Tuning on Multi-task Federated Learning Seq, Token, Choice Source: [Federated Parameter-Efficient Fine-Tuning on Multi-task Federated Learning Seq, Token, Choice]() Collection index: [llms.txt]() Data updated: 2026-04-16T07:03:06.408Z Evaluation of Parameter-Efficient Fine-Tuning methods within a federated learning context using the Multi-task Federated Learning Seq, Token, Choice dataset, typically measured by resource consumption like Memory Usage. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Federated Parameter-Efficient Fine-Tuning | | Dataset (including any stated split) | Multi-task Federated Learning Seq, Token, Choice | | Metric | Memory Usage (GB) | | Unit | SIZE | | Direction | Lower is better | | Results loaded | 3 of 3 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Memory Usage (GB)](): Lower is better; unit: SIZE. ## Recorded results | Method | Memory Usage (GB) | Result date | Report paper | | --- | --- | --- | --- | | UCB-DUAL | 3.72 | Not recorded | 68fa7a8f1e209131cea83e56 | | HomoLoRA | 4.69 | Not recorded | 68fa7a8f1e209131cea83e56 | | HetLoRA | 4.73 | Not recorded | 68fa7a8f1e209131cea83e56 | ### UCB-DUAL Memory Usage (GB): 3.72. Result ID: 69e0881f47f34ce924c943d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HomoLoRA Memory Usage (GB): 4.69. Result ID: 69e0881f47f34ce924c943d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HetLoRA Memory Usage (GB): 4.73. Result ID: 69e0881f47f34ce924c943d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.