GitGraph - Architecture Search Space Creation through Frequent Computational Subgraph Mining [PDF]
The dramatic success of deep neural networks across multiple application areas often relies on experts painstakingly designing a network architecture specific to each task. To simplify this process and make it more accessible, an emerging research effort seeks to automate the design of neural network architectures, using e.g. evolutionary algorithms or
arxiv
Social capital at venture capital firms and their financial performance: Evidence from China [PDF]
This paper studies the extent to which social capital drives performance in the Chinese venture capital market and explores the trend toward VC syndication in China. First, we propose a hybrid model based on syndicated social networks and the latent-variable model, which describes the social capital at venture capital firms and builds relationships ...
arxiv
In this paper we see the evolution of a capitalized financial event e, with respect to a capitalization factor f, as the exponential map of a suitably defined Lie group G(f,e), supported by the half-space of capitalized financial events having the same capital sign of e.
arxiv
Neural Networks for Portfolio-Level Risk Management: Portfolio Compression, Static Hedging, Counterparty Credit Risk Exposures and Impact on Capital Requirement [PDF]
In this paper, we present an artificial neural network framework for portfolio compression of a large portfolio of European options with varying maturities (target portfolio) by a significantly smaller portfolio of European options with shorter or same maturity (compressed portfolio), which also represents a self-replicating static hedge portfolio of ...
arxiv
Towards Efficient SRAM-PIM Architecture Design by Exploiting Unstructured Bit-Level Sparsity [PDF]
Bit-level sparsity in neural network models harbors immense untapped potential. Eliminating redundant calculations of randomly distributed zero-bits significantly boosts computational efficiency. Yet, traditional digital SRAM-PIM architecture, limited by rigid crossbar architecture, struggles to effectively exploit this unstructured sparsity.
arxiv
GEM-CRAP: a fusion architecture for focal seizure detection. [PDF]
Shi J+10 more
europepmc +1 more source
A Coarse-to-Fine Feature Aggregation Neural Network with a Boundary-Aware Module for Accurate Food Recognition. [PDF]
Liang S, Gu Y.
europepmc +1 more source
Advancing enterprise risk management with deep learning: A predictive approach using the XGBoost-CNN-BiLSTM model. [PDF]
Zhang H, Zhang W.
europepmc +1 more source
Transfer learning-enhanced CNN-GRU-attention model for knee joint torque prediction. [PDF]
Xie H+5 more
europepmc +1 more source
Developing a localized resilience assessment framework for historical districts: A case study of Yazd, Iran. [PDF]
Moayedfar S+3 more
europepmc +1 more source