A new physics paper takes a step toward creating a long-sought "theory of everything" by uniting gravity with the quantum world. However, the new theory remains far from being proven observationally.

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When trying to quantize my vision encoder (Full disclosure it NOT that standard one, details attached) ./llamafile-llava-quantize-0.2.1 ./mmproj-model-f16.gguf ./mmproj-model-Q4_0.gguf 2 NVIDIA cuBLAS ...

To tackle this challenge, this paper proposes a novel “quantize-then-estimate” protocol in FDD IRS-aided downlink communication. Specifically, the users first quantize their received pilot signals, ...

b. quantize_model.ipynb: Quantize the model (post-training) in 8, or even 2 bits using auto-gptq library. c. infer_Qmodel.ipynb: Run inference on the quantized model to validate the results. d. gradio ...

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This paper considers an amplify–quantize–forward (AQF) relay channel with M -ary quadrature amplitude modulation, where the relay implements a uniform quantization for the amplified received signal ...

For example, popular compression methods such as quantize-aware training (QAT) and multi-stage distillation methods lead to long training time and large hardware resource requirement as the model size ...