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20242026
most citedThe Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit

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cs.LG2026

Precision Tracked Transformer via Kalman Filtering, Kriging and Process Noise

Bo Long, Deepak Agarwal, Jelena Markovic-Voronov +2

The Transformer is the foundational building block of modern AI, yet offers no principled handling of \emph{uncertainty}, which is prevalent in real applications: cold-start tokens…

cs.LG2026

Sampling for Quality: Training-Free Reward-Guided LLM Decoding via Sequential Monte Carlo

Jelena Markovic-Voronov, Wenhui Zhu, Bo Long +5

We introduce a principled probabilistic framework for reward-guided decoding in large language models, addressing the limitations of standard decoding methods that optimize token-l…