Papers with replay buffer
PIAST: Rapid Prompting with In-context Augmentation for Scarce Training data (2026.acl-long)
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| Challenge: | Existing prompt generation methods are impractical in time and data constrained settings. |
| Approach: | They propose a fast automatic prompt construction algorithm that augments human instructions by generating a small set of few shot examples. |
| Outcome: | The proposed method outperforms existing prompting methods on classification, simplification, and MedQA. |
R2D2: Remembering, Replaying and Dynamic Decision Making with a Reflective Agentic Memory (2025.acl-long)
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| Challenge: | Existing methods for web agents struggle with efficient navigation and action execution due to limited visibility and understanding of web structures. |
| Approach: | They propose a framework that integrates memory-enhanced navigation and reflective learning to improve web agents' performance. |
| Outcome: | The proposed framework shows significant improvements over existing methods, including 50% reduction in navigation errors and threefold increase in task completion rates. |