Research
On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,341 papers · 148 categories

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0.3%0.5%0.8%0.2% · Jun 201719922001200920182026
1 result for “output-to-input”
Inference in Deep Networks in High Dimensionscs.LG

Paper presents a new method for inference in deep networks, achieving precise performance guarantees in high dimensions.

problem Inference in deep networks with known parameters, especially in high dimensions.
method Multi-Layer Vector Approximate Message Passing (ML-VAMP) derived from expectation propagation.
result Exact prediction of mean-squared error (MSE) in a large system limit (LSL) for deep networks.
deep networksinferencehigh dimensionsoutput-to-inputML-VAMP
2017-06-20abs ↗pdf ↗