most citedSupervised Knowledge May Hurt Novel Class Discovery Performance

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cs.DC2026

APEX4: Efficient Pure W4A4 LLM Inference via Intra-SM Compute Rebalancing

Hong Guo, Nianhui Guo, Weixing Wang +3

W4A4 quantization promises full utilization of INT4 Tensor Cores, yet group dequantization overhead on CUDA Cores has driven existing systems to mixed-precision fallbacks. We prese…