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.

169,051 papers · 148 categories

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2 results for “datapaths”

Analyzing the Noise Robustness of Deep Neural Networkscs.LG

Deep nets mislead on subtle perturbed inputs.

problem Vulnerability of DNNs to adversarial examples.

method Visual analytics approach to explain datapaths of adversarial examples.

result Visualization helps experts investigate datapaths from high-level layers to neuron activations.

adversarial examples deep neural networks datapaths visual analytics misleading predictions

2018-10-09abs ↗pdf ↗

AdaptivFloat: A Floating-point based Data Type for Resilient Deep Learning Inferencecs.LG

AdaptivFloat improves deep learning inference accuracy at low precision.

problem Low precision quantization issues in deep learning inference.

method Dynamic floating-point representation with adaptive clipping.

result Consistently higher inference accuracy at low precision compared to other methods.

deep learning quantization floating-point inference accuracy low precision

2019-09-29abs ↗pdf ↗