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.
Delayed-RNN approximates stacked and bidirectional RNNs.
Hybrid model combines RNNs, encoders-decoders, and Transformers for sequence tasks.
DRUM discovers interpretable rules from knowledge graphs for unseen entities.
We consider the problem of training input-output recurrent neural networks (RNN) for sequence labeling tasks. We propose a novel spectral approach for learning the network parameters. It is based on decomposition of the cross-moment tensor between the output and a non-linear transformation of the input, based on score …
New kernels boost RNN performance on non-time-series data.
We propose an adversarial learning approach for generating multi-turn dialogue responses. Our proposed framework, hredGAN, is based on conditional generative adversarial networks (GANs). The GAN's generator is a modified hierarchical recurrent encoder-decoder network (HRED) and the discriminator is a word-level bidirec…
BiHRNN predicts inflation by leveraging hierarchical structure and bidirectional RNNs.
GEN generates millions of valid SMILES with high novelty and property conservation.
E-commerce websites such as Amazon, Alibaba, Flipkart, and Walmart sell billions of products. Machine learning (ML) algorithms involving products are often used to improve the customer experience and increase revenue, e.g., product similarity, recommendation, and price estimation. The products are required to be repres…
Study proves deep narrow RNNs can approximate any function, with minimum width independent of data length.
PLUS pre-trains protein sequences with structural info, improving performance.
"Feint Attack", as a new type of APT attack, has become the focus of attention. It adopts a multi-stage attacks mode which can be concluded as a combination of virtual attacks and real attacks. Under the cover of virtual attacks, real attacks can achieve the real purpose of the attacker, as a result, it often caused hu…