# Linear Mode Connectivity on ImageNet-1K (val) Source: [Linear Mode Connectivity on ImageNet-1K (val)]() Collection index: [llms.txt]() Data updated: 2026-06-23T12:52:18.700Z Evaluation of linear mode connectivity performance on the validation split of the ImageNet-1K dataset, typically measured by the Loss barrier. 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 | Linear Mode Connectivity | | Dataset (including any stated split) | ImageNet-1K (val) | | Metric | Loss Barrier | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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 - [Loss Barrier](): Lower is better; unit: SCALAR. ## Recorded results | Method | Loss Barrier | Result date | Report paper | | --- | --- | --- | --- | | Dual Learned Matching | 0.66 | Not recorded | 6a3a13bf206542251d7c7945 | | Enhanced Learned Matching | 0.71 | Not recorded | 6a3a13bf206542251d7c7945 | | Dual Learned Matching | 0.82 | Not recorded | 6a3a13bf206542251d7c7945 | | Enhanced Learned Matching | 1.05 | Not recorded | 6a3a13bf206542251d7c7945 | | Dual Learned Matching | 1.11 | Not recorded | 6a3a13bf206542251d7c7945 | | Enhanced Learned Matching | 1.2 | Not recorded | 6a3a13bf206542251d7c7945 | | Learned Matching | 1.23 | Not recorded | 6a3a13bf206542251d7c7945 | | Learned Matching | 2 | Not recorded | 6a3a13bf206542251d7c7945 | | Learned Matching | 2.18 | Not recorded | 6a3a13bf206542251d7c7945 | | Raw Interpolation | 6.47 | Not recorded | 6a3a13bf206542251d7c7945 | | Weight Matching | 6.48 | Not recorded | 6a3a13bf206542251d7c7945 | | Weight Matching | 6.5 | Not recorded | 6a3a13bf206542251d7c7945 | | Raw Interpolation | 6.57 | Not recorded | 6a3a13bf206542251d7c7945 | | Raw Interpolation | 6.58 | Not recorded | 6a3a13bf206542251d7c7945 | | Weight Matching | 6.58 | Not recorded | 6a3a13bf206542251d7c7945 | ### Dual Learned Matching Loss Barrier: 0.66. Result ID: 6a3a8182fbc373592c3945f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Large"}. This record does not assert independent reproduction. ### Enhanced Learned Matching Loss Barrier: 0.71. Result ID: 6a3a8182fbc373592c3945f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Large"}. This record does not assert independent reproduction. ### Dual Learned Matching Loss Barrier: 0.82. Result ID: 6a3a8182fbc373592c3945f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Base"}. This record does not assert independent reproduction. ### Enhanced Learned Matching Loss Barrier: 1.05. Result ID: 6a3a8182fbc373592c3945f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Base"}. This record does not assert independent reproduction. ### Dual Learned Matching Loss Barrier: 1.11. Result ID: 6a3a8182fbc373592c3945f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Small"}. This record does not assert independent reproduction. ### Enhanced Learned Matching Loss Barrier: 1.2. Result ID: 6a3a8182fbc373592c3945f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Small"}. This record does not assert independent reproduction. ### Learned Matching Loss Barrier: 1.23. Result ID: 6a3a8182fbc373592c3945f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Large"}. This record does not assert independent reproduction. ### Learned Matching Loss Barrier: 2. Result ID: 6a3a8182fbc373592c3945f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Base"}. This record does not assert independent reproduction. ### Learned Matching Loss Barrier: 2.18. Result ID: 6a3a8182fbc373592c3945f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Small"}. This record does not assert independent reproduction. ### Raw Interpolation Loss Barrier: 6.47. Result ID: 6a3a8182fbc373592c3945ed. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"Large"}. This record does not assert independent reproduction. ### Weight Matching Loss Barrier: 6.48. Result ID: 6a3a8182fbc373592c3945f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Large"}. This record does not assert independent reproduction. ### Weight Matching Loss Barrier: 6.5. Result ID: 6a3a8182fbc373592c3945ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Base"}. This record does not assert independent reproduction. ### Raw Interpolation Loss Barrier: 6.57. Result ID: 6a3a8182fbc373592c3945ec. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"Base"}. This record does not assert independent reproduction. ### Raw Interpolation Loss Barrier: 6.58. Result ID: 6a3a8182fbc373592c3945eb. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"Small"}. This record does not assert independent reproduction. ### Weight Matching Loss Barrier: 6.58. Result ID: 6a3a8182fbc373592c3945ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Small"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.