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{
"12345678-abcd-4321-abcd-123456789abc": {
"type": "pdf",
"doc_name": "attention-residuals.pdf",
"doc_description": "This document introduces \"Attention Residuals\" (AttnRes) and its scalable variant \"Block AttnRes,\" novel mechanisms for replacing fixed residual accumulation in neural networks with learned, input-dependent depth-wise attention, addressing limitations of standard residual connections while optimizing memory, computation, and scalability for large-scale training and inference.",
"page_count": 21,
"path": "../documents/attention-residuals.pdf"
}
}