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ClinFusion sets a new benchmark in multimodal medical understanding, outperforming both open-source and proprietary models in generating clinically relevant insights from diverse medical images.
"Parallel Shapley effectively 'fishes out the free riders' in reasoning paths, leading to more stable and interpretable training outcomes for LLMs."
KbSD transforms the way agentic search models navigate knowledge boundaries, achieving substantial accuracy gains even in the most challenging decision-making scenarios.
GUI-AC transforms how GUI agents learn by stabilizing their performance amidst the chaos of non-stationary environments.
A small fraction of sharp dimensions governs the generalization of PEFT methods, and optimizing these can lead to substantial performance gains.
Achieve high-fidelity video generation without compromising reasoning by progressively handing off generation from a lightweight, reasoning-aligned generator to a high-capacity pretrained generator in a shared latent space.
HOI video synthesis gets a major realism boost: CoInteract's dual-stream training and region-specialized experts produce interactions that are both structurally stable and physically plausible.
