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Multiplexnet: Towards fully satisfied logical constraints in neural networks
We propose a novel way to incorporate expert knowledge into the training of deep neural
networks. Many approaches encode domain constraints directly into the network …
networks. Many approaches encode domain constraints directly into the network …
Type-directed synthesis of visualizations from natural language queries
We propose a new technique based on program synthesis for automatically generating
visualizations from natural language queries. Our method parses the natural language …
visualizations from natural language queries. Our method parses the natural language …
M3 semantic API migrations
Library migration is a challenging problem, where most existing approaches rely on prior
knowledge. This can be, for example, information derived from changelogs or statistical …
knowledge. This can be, for example, information derived from changelogs or statistical …
A symbolic algorithm for the case-split rule in solving word constraints with extensions
Case split is a core proof rule in current decision procedures for the theory of string
constraints. Its use is the primary cause of the state space explosion in string constraint …
constraints. Its use is the primary cause of the state space explosion in string constraint …
AtomiS: Data-Centric Synchronization Made Practical
Data-Centric Synchronization (DCS) shifts the reasoning about concurrency restrictions from
control structures to data declaration. It is a high-level declarative approach that abstracts …
control structures to data declaration. It is a high-level declarative approach that abstracts …
Modeling black-box components with probabilistic synthesis
This paper is concerned with synthesizing programs based on black-box oracles: we are
interested in the case where there exists an executable implementation of a component or …
interested in the case where there exists an executable implementation of a component or …
Program lifting using gray-box behavior
B Collie, MFP O'Boyle - 2021 30th International Conference on …, 2021 - ieeexplore.ieee.org
Porting specialized application components to new platforms is difficult. This is particularly
true if the components depend on proprietary libraries, or specific hardware. To tackle this …
true if the components depend on proprietary libraries, or specific hardware. To tackle this …
Example-Based Reasoning about the Realizability of Polymorphic Programs
Parametricity states that polymorphic functions behave the same regardless of how they are
instantiated. When develo** polymorphic programs, Wadler's free theorems can serve as …
instantiated. When develo** polymorphic programs, Wadler's free theorems can serve as …
Refinement Types for Visualization
Visualizations have become crucial in the contemporary data-driven world as they aid in
exploring, verifying, and sharing insights obtained from data. In this paper, we propose a …
exploring, verifying, and sharing insights obtained from data. In this paper, we propose a …
A symbolic algorithm for the case-split rule in string constraint solving
Case split is a core proof rule in current decision procedures for the theory of string
constraints. Its use is the primary cause of the state space explosion in string constraint …
constraints. Its use is the primary cause of the state space explosion in string constraint …