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Samet Oymak

When and How Unlabeled Data Provably Improve In-Context Learning

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Jun 18, 2025
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Extrapolation by Association: Length Generalization Transfer in Transformers

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Jun 10, 2025
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Continuous Chain of Thought Enables Parallel Exploration and Reasoning

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May 29, 2025
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Attention with Trained Embeddings Provably Selects Important Tokens

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May 22, 2025
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Making Small Language Models Efficient Reasoners: Intervention, Supervision, Reinforcement

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May 14, 2025
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Gating is Weighting: Understanding Gated Linear Attention through In-context Learning

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Apr 06, 2025
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Test-Time Training Provably Improves Transformers as In-context Learners

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Mar 14, 2025
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Identifying Trustworthiness Challenges in Deep Learning Models for Continental-Scale Water Quality Prediction

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Mar 13, 2025
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Provable Benefits of Task-Specific Prompts for In-context Learning

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Mar 05, 2025
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TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data

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Feb 22, 2025
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