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.

168,978 papers · 148 categories

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2 results for “locale-agnostic”

Locale-agnostic Universal Domain Classification Model in Spoken Language Understandingcs.LG

Improves domain classification across multiple locales with shared language.

problem Improves domain classification accuracy in Spoken Language Understanding across multiple locales with shared language.

method Selective multi-task learning to create a joint representation of utterances over locales with different sets of domains.

result The proposed approach outperforms other baselines models especially when classifying locale-specific domains and low-resourced domains.

domain classification spoken language understanding locale-agnostic multi-task learning selective knowledge sharing

2019-05-02abs ↗pdf ↗

Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecastingcs.LG

Paper tackles time series forecasting weaknesses in Transformers.

problem Transformer's locality-agnostic and memory-bottleneck issues in time series forecasting.

method Proposes convolutional self-attention and LogSparse Transformer to address locality and memory issues.

result Improves forecasting accuracy for fine-granularity, long-term dependency time series.

Transformer time series forecasting locality memory bottleneck convolutional self-attention

2019-06-29abs ↗pdf ↗