Feed-forward 3D foundation models reconstruct scenes from unposed images, but the quadratic cost of global attention limits their scalability to large view sets. We present Zebra3D, a layerwise sparse-linear hybrid attention framework that improves the efficiency of pretrained 3D foundation models without training from...
Utkarsh Saxena, Rui-Jing Yang, Mehdi Rezagholizadeh et al.
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We introduce AMDKernelVault, an open HIP and Triton kernel corpus and training framework for recent AMD CDNA GPUs. Existing LLM-based kernel agents are largely CUDA/NVIDIA-centric and often depend on repeated frontier-LLM calls for generation, reflection, and optimization. To address this gap, we develop HIPKernelGen a...
Ji Liu, S. Majumder, Yi-Qing Huang et al.
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Aug 2026
AsmEvo, an agentic assembly-level optimizer for AMD GPU kernels that combines code-object recovery, metadata-aware rebuilding, profiling-guided hot-window editing, correctness-gated timing, and conservative in-place patch fallback, is presented.
Ji Liu, Pu-Yu Yang, Rongzhang Zheng et al.
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