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Quantization News

The latest Quantization coverage curated for game developers.

Clustered Codebook Quantization for 2D Gaussian-based Image Compression

A new image-compression method for 2D Gaussian representations cuts bitrate by about 20% while keeping visual quality on par. Cluster-Guided Vector Quantization groups similar Gaussian parameters before quantization, improving rate-distortion …

Research arXiv cs.GR · 2 months, 2 weeks ago
AI Level of Detail: Distance-Aware ML Model Precision Selection for Real-Time Human Motion Prediction in Games

A new arXiv paper argues that AI animation can use the same idea as mesh LOD: switch model precision by camera distance. It tests FP32, FP16, and INT8 ONNX Runtime …

Research arXiv cs.GR · 3 months, 2 weeks ago
Quantized Keys Steal Attention: Bias Correction for KV-Cache Compression in Video Diffusion

A new paper says INT2 KV-cache quantization in chunked video diffusion can quietly bias attention, making cached keys “steal” mass from the current chunk. The authors correct that Jensen bias …

Research arXiv cs.GR · 4 months ago