Perverformer Scat ((install)) • Trending & Ultimate

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The origins of scat singing date back to the early 20th century, with Louis Armstrong often credited as one of the pioneers of scat. Since then, many legendary musicians, such as Ella Fitzgerald, Cab Calloway, and Michael Jackson, have showcased their scat singing skills. If you have a different topic or keyword

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| # | Paper | Year | Core Contribution | Link | |---|-------|------|-------------------|------| | 1 | SCAT: Sparse Causal Attention Transformer (Zaheer et al.) | 2022 | Proposes a block‑sparse + sliding‑window pattern that scales to millions of tokens, with a provable bound on the number of attended positions per token. | https://arxiv.org/abs/2205.14135 | | 2 | Longformer‑SCAT: Combining Longformer’s Dilated Sliding Window with SCAT’s Global Tokens (Beltagy et al.) – extension | 2023 | Shows how to augment the Longformer pattern with a few global tokens, yielding a hybrid that matches SCAT’s theoretical guarantees while being easy to plug into HuggingFace. | https://arxiv.org/abs/2301.09475 | | 3 | Efficient Transformers via Structured Convolutional Attention (SCAT) (Wang et al.) | 2024 | Re‑interprets the sparse pattern as a 1‑D convolution, enabling a single CUDA kernel that is 2‑3× faster than vanilla sparse‑attention implementations. | https://arxiv.org/abs/2403.01812 |

Some notable performers known for their scat singing abilities include: