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Output Range Analysis for Deep Feedforward Neural Networks

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  1. Chapter and Conference Paper

    Neural Flocking: MPC-Based Supervised Learning of Flocking Controllers

    We show how a symmetric and fully distributed flocking controller can be synthesized using Deep Learning from a centralized flocking controller. Our approach is based on Supervised Learning, with the centralized ...

    Usama Mehmood, Shouvik Roy, Radu Grosu in Foundations of Software Science and Comput… (2020)

  2. Chapter and Conference Paper

    ARES: Adaptive Receding-Horizon Synthesis of Optimal Plans

    We introduce ARES, an efficient approximation algorithm for generating optimal plans (action sequences) that take an initial state of a Markov Decision Process (MDP) to a state whose cost is below a specified ...

    Anna Lukina, Lukas Esterle, Christian Hirsch in Tools and Algorithms for the Construction … (2017)

  3. Chapter and Conference Paper

    Look for the Proof to Find the Program: Decorated-Component-Based Program Synthesis

    We introduce a technique for component-based program synthesis that relies on searching for a target program and its proof of correctness simultaneously using a purely constraint-based approach, rather than ex...

    Adrià Gascón, Ashish Tiwari, Brent Carmer, Umang Mathur in Computer Aided Verification (2017)

  4. Chapter and Conference Paper

    Relational Abstractions for Continuous and Hybrid Systems

    In this paper, we define relational abstractions of hybrid systems. A relational abstraction is obtained by replacing the continuous dynamics in each mode by a binary transition relation that relates a state o...

    Sriram Sankaranarayanan, Ashish Tiwari in Computer Aided Verification (2011)

  5. Chapter and Conference Paper

    Computing Procedure Summaries for Interprocedural Analysis

    We describe a new technique for computing procedure summaries for performing an interprocedural analysis on programs. Procedure summaries are computed by performing a backward analysis of procedures, but there...

    Sumit Gulwani, Ashish Tiwari in Programming Languages and Systems (2007)

  6. Chapter and Conference Paper

    Assertion Checking over Combined Abstraction of Linear Arithmetic and Uninterpreted Functions

    This paper presents results on the problem of checking equality assertions in programs whose expressions have been abstracted using combination of linear arithmetic and uninterpreted functions, and whose condi...

    Sumit Gulwani, Ashish Tiwari in Programming Languages and Systems (2006)