235 citations
- University of Illinois Urbana-ChampaignUS22 papers
- National Center for Supercomputing ApplicationsUS10 papers
- Georgia Institute of TechnologyUS3 papers
- Illinois CollegeUS2 papers
- Microsoft (United States)US2 papers
- Princeton UniversityUS2 papers
- The University of Texas at AustinUS2 papers
- University of WashingtonUS2 papers
- Adobe Systems (United States)US1 paper
- Alphabet (United States)US1 paper
- California Southern UniversityUS1 paper
- California University of PennsylvaniaUS1 paper
39 papers
Adaptive Learning of Rank-One Models for Efficient Pairwise Sequence Alignment
Govinda M. Kamath, Tavor Z. Baharav, Ilan Shomorony
Pairwise alignment of DNA sequencing data is a ubiquitous task in bioinformatics and typically represents a heavy computational burden. State-of-the-art approaches to speed up this…
Deepcode and Modulo-SK are Designed for Different Settings
Hyeji Kim, Yihan Jiang, Sreeram Kannan +2
We respond to [1] which claimed that "Modulo-SK scheme outperforms Deepcode [2]". We demonstrate that this statement is not true: the two schemes are designed and evaluated for ent…
Picasso: A Sparse Learning Library for High Dimensional Data Analysis in R and Python
Jason Ge, Xingguo Li, Haoming Jiang +4
We describe a new library named picasso, which implements a unified framework of pathwise coordinate optimization for a variety of sparse learning problems (e.g., sparse linear reg…
On implicit regularization: Morse functions and applications to matrix factorization
Mohamed Ali Belabbas
In this paper, we revisit implicit regularization from the ground up using notions from dynamical systems and invariant subspaces of Morse functions. The key contributions are a ne…
Adaptive Parameterization for Neural Dialogue Generation
Hengyi Cai, Hongshen Chen, Cheng Zhang +3
Neural conversation systems generate responses based on the sequence-to-sequence (SEQ2SEQ) paradigm. Typically, the model is equipped with a single set of learned parameters to gen…
Geometric Motion Planning for Affine Control Systems with Indefinite Boundary Conditions and Free Terminal Time
Shenyu Liu, Yinai Fan, Mohamed-Ali Belabbas
The problem of motion planning for affine control systems consists of designing control inputs that drive a system from a well-defined initial to final states in a desired amount o…