Papers with model plasticity
Dynamic Model-Bank Test-Time Adaptation for Automatic Speech Recognition (2025.emnlp-main)
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| Challenge: | Existing ASR TTA methods struggle with instability under continual and long-term distribution shifts. |
| Approach: | They propose a continuous adaptive model-bank framework that adapts to domain shifts in ASR test-time scenarios. |
| Outcome: | Experiments on diverse, continuously shifting ASR benchmarks show that DMSUTA outperforms existing continual TTA baselines. |
Unveiling and Addressing Pseudo Forgetting in Large Language Models (2025.findings-acl)
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| Challenge: | Existing efforts to mitigate catastrophic forgetting in continual learning have not been studied. |
| Approach: | They propose a rationale-guided replay framework that allows models to leverage their capabilities and provide partial external correct rationales to the original instructions. |
| Outcome: | The proposed framework mitigates pseudo forgetting while maintaining model plasticity. |