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PriorPose is proposed, a reference-guided correspondence framework that keeps the category prior explicit and solves canonicalization and alignment jointly in a shared feature space and sets new state-of-the-art results on most evaluated metrics, especially under strict pose thresholds.
IMA achieves high-fidelity text-to-image generation by adapting the model in real-time, preserving subject identity without pre-training on reference images.
Real-world coding tasks, reverse-engineered from actual commits and scenarios, make Tencent WorkBuddy Bench a game-changer in contamination-resistant evaluation for coding agents.
NegROI achieves superior 3D segmentation with fewer clicks by intelligently refining only the most ambiguous regions while effectively managing background confusion.
SL-S4Wave achieves state-of-the-art performance in arrhythmia detection while requiring significantly fewer labeled examples than traditional methods.
CapRL++ redefines caption quality through utility, enabling models to produce high-fidelity descriptions without the constraints of traditional supervised fine-tuning.
User corrections of AI agents are a goldmine: Echo shows how to automatically transform these noisy interactions into a 10% absolute improvement in code completion acceptance rates.
Decomposing GUI agent trajectories into verifiable milestones and auditing the evidence chain yields a 10% boost in RL training performance, outperforming single-judge reward systems.