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Faster sorting algorithms discovered using deep reinforcement learning
Fundamental algorithms such as sorting or hashing are used trillions of times on any given
day. As demand for computation grows, it has become critical for these algorithms to be as …
day. As demand for computation grows, it has become critical for these algorithms to be as …
cvc5: A versatile and industrial-strength SMT solver
Abstract cvc5 is the latest SMT solver in the cooperating validity checker series and builds
on the successful code base of CVC4. This paper serves as a comprehensive system …
on the successful code base of CVC4. This paper serves as a comprehensive system …
[PDF][PDF] Search-based program synthesis
Search-based program synthesis Page 1 84 COMMUNICATIONS OF THE ACM | DECEMBER
2018 | VOL. 61 | NO. 12 review articles Writing programs that are both correct and efficient is …
2018 | VOL. 61 | NO. 12 review articles Writing programs that are both correct and efficient is …
Deepcoder: Learning to write programs
We develop a first line of attack for solving programming competition-style problems from
input-output examples using deep learning. The approach is to train a neural network to …
input-output examples using deep learning. The approach is to train a neural network to …
Nopol: Automatic repair of conditional statement bugs in java programs
We propose Nopol, an approach to automatic repair of buggy conditional statements (ie, if-
then-else statements). This approach takes a buggy program as well as a test suite as input …
then-else statements). This approach takes a buggy program as well as a test suite as input …
Neuro-symbolic program synthesis
Recent years have seen the proposal of a number of neural architectures for the problem of
Program Induction. Given a set of input-output examples, these architectures are able to …
Program Induction. Given a set of input-output examples, these architectures are able to …
[کتاب][B] Syntax-guided synthesis
R Alur, R Bodik, G Juniwal, MMK Martin… - 2013 - ieeexplore.ieee.org
The classical formulation of the program-synthesis problem is to find a program that meets a
correctness specification given as a logical formula. Recent work on program synthesis and …
correctness specification given as a logical formula. Recent work on program synthesis and …
Program synthesis
Program synthesis is the task of automatically finding a program in the underlying
programming language that satisfies the user intent expressed in the form of some …
programming language that satisfies the user intent expressed in the form of some …
Semfix: Program repair via semantic analysis
Debugging consumes significant time and effort in any major software development project.
Moreover, even after the root cause of a bug is identified, fixing the bug is non-trivial. Given …
Moreover, even after the root cause of a bug is identified, fixing the bug is non-trivial. Given …
Synthesizing data structure transformations from input-output examples
We present a method for example-guided synthesis of functional programs over recursive
data structures. Given a set of input-output examples, our method synthesizes a program in …
data structures. Given a set of input-output examples, our method synthesizes a program in …