Author

Aditya Nemiwal

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#machine learning Preprint Apr 2026

Contrast Matters: Understanding Robustness of In-Context Fine-Tuning to Target-Context Relatedness

Probes tracking in-weights learning, in-context learning, and copying trace these failures to distinct training dynamics, and show that introducing contrast in target-context similarity both within a context and across batches, restores robustness across the entire spectrum.

Deep K. Malu, Deevyanshu Malu, Aditya Nemiwal et al. · 0 citations