…UniVidX formulates pixel-aligned tasks as conditional generation in a shared multimodal space, adapts to modality-specific distributions while preserving the backbone's native priors, and promotes cross-modal consistency during synthesis…
…DECO utilizes the differentiable and flexible ReLU-based routing enhanced by learnable expert-wise scaling , which adaptively balances the contributions of routed and shared experts. Furthermore, we introduce NormSiLU , an activation function…
…In this work, we argue that rubrics should serve not merely as final-answer evaluators, but as the shared interface that structures policy execution , judge feedback , and agent memory . Based on this…
…Ryan Fosdick Abstract DEMON enables real-time diffusion model control as a musical instrument through specialized scheduling, shared state management, and optimized decoding techniques. Generated by Qwen/Qwen2.5-Coder-32B-Instruct…
…Our analysis of failure cases from advanced models suggests a long-tail pattern in GUI operations , where a relatively small fraction of complex and diverse interactions accounts for a disproportionate share of…
…We also co-design an efficient reflective decoding stack for the decision--draft--reflect pipeline , combining shared-prefix KV reuse , Alternating Step Decode , and fused on-device unmasking . On NAVSIM , ReflectDrive-2…
…View arXiv page View PDF Project page GitHub 120 Add to collection Community We are excited to share IndustryBench , a new benchmark designed by the Multimodal and Industrial AI team at Alibaba…
…Code and data are available at https://github.com/XuZhao0/fineverify View arXiv page View PDF GitHub 3 Add to collection Community Code and data are available at: https://github.com/XuZhao0…
…Lightweight retention gates assign utility scores to cached KV entries, and a shared final scoring projection calibrates these scores across all layers and heads. This enables a single global eviction policy in…
…The key technique behind MiniCPM-o 4.5 is Omni-Flow , a unified streaming framework that aligns omni-modal inputs and outputs along a shared temporal axis . This formulation converts conventional turn…