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Ten teams achieved groundbreaking advancements in low-light image enhancement, with improvements that redefine the state-of-the-art in burst photography.
Sparse supervision in multi-step search tasks leads to instability, but BiCAA's bidirectional credit assignment transforms how agents learn from each reasoning step.