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Chain of Agents: Large Language Models Collaborating on Long-Context Tasks
Neural Information Processing Systems
Input reduction reduces the length of the input context before feeding to downstream LLMs.
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- Asia > Middle East > UAE > Abu Dhabi Emirate > Abu Dhabi (0.04)
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Conformal Prediction for Class-wise Coverage via Augmented Label Rank Calibration
Neural Information Processing Systems
The CCP method finds the class-wise quantiles of non-conformity scores on calibration data.
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Long-Tailed Out-of-Distribution Detection via Normalized Outlier Distribution Adaptation
Neural Information Processing Systems
One key challenge in Out-of-Distribution (OOD) detection is the absence of ground-truth OOD samples during training.
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Transformers as Game Players: Provable In-context Game-playing Capabilities of Pre-trained Models
Neural Information Processing Systems
The in-context learning (ICL) capability of pre-trained models based on the transformer architecture has received growing interest in recent years.
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- North America > United States > Virginia (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
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