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Author

Sayan Chakraborty

2 papers indexed here

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Preprint Aug 2026

MINT: Min-Selection Preference Distillation for Balanced Multi-Objective Alignment

Across cooperative emotional support and adversarial negotiation, min-selection lifts both objectives while sharply cutting their imbalance; on emotional support it raises the weaker axis from 0.37 to 0.64, surpassing human experts and persisting across full multi-turn rollouts.

Tony Tu, Sayan Chakraborty, Ruomeng Xu et al. · 0 citations
Preprint Aug 2026

Toward Uncertainty Quantification in Modern Art

Asked to animate the same modern artwork under different random seeds, a text to video model returns visibly different films, one reading per seed. Because modern art is ambiguous by intent, this disagreement is signal, not noise. Yet prevailing uncertainty quantification (UQ) collapses a set of generations to a disper...

Tirtho Roy, Ushashi Bhattacharjee, Showrav Saha et al. · 0 citations

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