Search Results for author: Xinye Chen

Found 5 papers, 4 papers with code

Quantized Embedding Vectors for Controllable Diffusion Language Models

no code implementations15 Feb 2024 Cheng Kang, Xinye Chen, Yong Hu, Daniel Novak

To further enhance their portability of independent deployment as well as improve their stability evaluated by language perplexity, we propose a novel approach called the Quantized Embedding Controllable Diffusion Language Model (QE-CDLM).

Language Modelling Quantization +1

Fast and exact fixed-radius neighbor search based on sorting

1 code implementation15 Dec 2022 Xinye Chen, Stefan Güttel

Fixed-radius near neighbor search is a fundamental data operation that retrieves all data points within a user-specified distance to a query point.

Fast and explainable clustering based on sorting

1 code implementation3 Feb 2022 Xinye Chen, Stefan Güttel

We introduce a fast and explainable clustering method called CLASSIX.

Clustering

An efficient aggregation method for the symbolic representation of temporal data

1 code implementation14 Jan 2022 Xinye Chen, Stefan Güttel

This variant utilizes a new aggregation approach tailored to the piecewise representation of time series.

Dimensionality Reduction Information Retrieval +3

A comparison of LSTM and GRU networks for learning symbolic sequences

1 code implementation5 Jul 2021 Roberto Cahuantzi, Xinye Chen, Stefan Güttel

We explore the architecture of recurrent neural networks (RNNs) by studying the complexity of string sequences it is able to memorize.

Memorization

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