Search Results - "neural networks"

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    Tools and Algorithms for the Construction and Analysis of Systems 27th International Conference, TACAS 2021, Held as Part of the European Joint Conferences on Theory and Practice o...

    Published 2021
    Table of Contents: “…Verification Techniques (not SMT) -- Directed Reachability for Infinite-State Systems -- Bridging Arrays and ADTs in Recursive Proofs -- A Two-Phase Approach for Conditional Floating-Point Verification -- Symbolic Coloured SCC Decomposition -- Case Studies -- Local Search with a SAT Oracle for Combinatorial Optimization -- Analyzing Infrastructure as Code to Prevent Intra-update Sniping Vulnerabilities -- Proof Generation/Validation -- Certifying Proofs in the First-Order Theory of Rewriting -- Syntax-Guided Quantifier Instantiation -- Making Theory Reasoning Simpler -- Deductive Stability Proofs for Ordinary Differential Equations -- Tool Papers -- An SMT-Based Approach for Verifying Binarized Neural Networks -- cake lpr: Verified Propagation Redundancy Checking in CakeML -- Deductive Veri cation of Floating-Point Java Programs in KeY -- Helmholtz: A Verifier for Tezos Smart Contracts Based on Refinement Types -- SyReNN: A Tool for Analyzing Deep Neural Networks -- MachSMT: A Machine Learning-based Algorithm Selector for SMT Solvers -- dtControl 2.0: Explainable Strategy Representation via Decision Tree Learning Steered by Experts -- Tool Demo Papers -- HLola: a Very Functional Tool for Extensible Stream Runtime Verification -- AMulet 2.0 for Verifying Multiplier Circuits -- RTLola on Board: Testing Real Driving Emissions on your Phone -- Replicating Restart with Prolonged Retrials: An Experimental Report -- A Web Interface for Petri Nets with Transits and Petri Games -- Momba: JANI Meets Python -- SV-Comp Tool Competition Papers -- Software Veri cation: 10th Comparative Evaluation (SV-COMP 2021) -- CPALockator: Thread-Modular Approach with Projections (Competition Contribution) -- Dartagnan: Leveraging Compiler Optimizations and the Price of Precision (Competition Contribution) -- Gazer-Theta: LLVM-based Veri er Portfolio with BMC/CEGAR (Competition Contribution) -- Goblint: Thread-Modular Abstract Interpretation Using Side-Effecting Constraints (Competition Contribution) -- Towards String Support in JayHorn (Competition Contribution) -- JDart: Portfolio Solving, Breadth-First Search and SMT-Lib Strings (Competition Contribution) -- Symbiotic 8: Beyond Symbolic Execution (Competition Contribution) -- VeriAbs: A Tool for Scalable Verification by Abstraction (Competition Contribution).…”
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  14. 1594

    Computer Aided Verification 34th International Conference, CAV 2022, Haifa, Israel, August 7-10, 2022, Proceedings, Part I /

    Published 2022
    Table of Contents: “…Verifying Probabilistic Programs via Generating Functions -- Abstraction-Renement for Hierarchical Probabilistic Models -- Formal Methods for Neural Networks Shared Certificates for Neural Network Verification -- Example Guided Synthesis of Linear Approximations for Neural Network Verification -- Verifying Neural Networks Against Backdoor Attacks -- Trainify: A CEGAR-Driven Training and Verification Framework for Safe Deep Reinforcement Learning -- Neural Network Robustness as a Verication Property: A Principled Case Study -- Software Verication and Model Checking The Lattice-Theoretic Essence of Property Directed Reachability Analysis -- A‑ne Loop Invariant Generation via Matrix Algebra -- Data-driven Numerical Invariant Synthesis with Automatic Generation of Attributes -- Proof-guided Underapproximation Widening for Bounded Model Checking -- SolCMC: Solidity Compiler's Model Checker -- Sharygina Hyperproperties and Security Software Verication of Hyperproperties Beyond k-Safety -- Abstraction Modulo Stability for Reverse Engineering -- A Modular and Highly Extensible API Fuzzer for SMT Solvers -- Automata and Logic FORQ-based Language Inclusion Formal Testing -- Sound Automation of Magic Wands -- Divide-and-Conquer Determinization of Büchi Automata based on SCC Decomposition -- Complementing Büchi Automata with Ranker -- Deductive Verication and Decision Procedures Even Faster Conicts and Lazier Reductions for String Solvers -- Local Search For SMT on Linear Integer Arithmetic -- Reasoning about Data Trees using CHCs -- Veried Erasure Correction in Coq with MathComp and VST -- Appel End-to-end Mechanised Proof of an eBPF Virtual Machine for Microcontrollers -- A DSL and Verication Tools to Guide Design and Proof of Hierarchical Cache-Coherence Protocols -- Machine Learning Specication-Guided Learning of Nash Equilibria with High Social Welfare -- Synthesizing Fair Decision Trees via Iterative Constraint Solving -- SMT-based Translation Validation for Machine Learning Compiler -- Lee Verifying Fairness in Quantum Machine Learning -- MoGym: Using Formal Models for Training and Verifying Decision-making Agents -- Synthesis and Concurrency Synthesis and Analysis of Petri Nets from Causal Specications -- Verifying generalised and structural soundness of workow netsvia relaxations -- Capture, Analyze, Diagnose: Realizability Checking of Requirements in FRET -- Information Flow Guided Synthesis -- Randomized Synthesis for Diversity and Cost Constraints with Control Improvisation.…”
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  15. 1595

    Computer Aided Verification 34th International Conference, CAV 2022, Haifa, Israel, August 7-10, 2022, Proceedings, Part II /

    Published 2022
    Table of Contents: “…Verifying Probabilistic Programs via Generating Functions -- Abstraction-Renement for Hierarchical Probabilistic Models -- Formal Methods for Neural Networks Shared Certificates for Neural Network Verification -- Example Guided Synthesis of Linear Approximations for Neural Network Verification -- Verifying Neural Networks Against Backdoor Attacks -- Trainify: A CEGAR-Driven Training and Verification Framework for Safe Deep Reinforcement Learning -- Neural Network Robustness as a Verication Property: A Principled Case Study -- Software Verication and Model Checking The Lattice-Theoretic Essence of Property Directed Reachability Analysis -- A‑ne Loop Invariant Generation via Matrix Algebra -- Data-driven Numerical Invariant Synthesis with Automatic Generation of Attributes -- Proof-guided Underapproximation Widening for Bounded Model Checking -- SolCMC: Solidity Compiler's Model Checker -- Sharygina Hyperproperties and Security Software Verication of Hyperproperties Beyond k-Safety -- Abstraction Modulo Stability for Reverse Engineering -- A Modular and Highly Extensible API Fuzzer for SMT Solvers -- Automata and Logic FORQ-based Language Inclusion Formal Testing -- Sound Automation of Magic Wands -- Divide-and-Conquer Determinization of Büchi Automata based on SCC Decomposition -- Complementing Büchi Automata with Ranker -- Deductive Verication and Decision Procedures Even Faster Conicts and Lazier Reductions for String Solvers -- Local Search For SMT on Linear Integer Arithmetic -- Reasoning about Data Trees using CHCs -- Veried Erasure Correction in Coq with MathComp and VST -- Appel End-to-end Mechanised Proof of an eBPF Virtual Machine for Microcontrollers -- A DSL and Verication Tools to Guide Design and Proof of Hierarchical Cache-Coherence Protocols -- Machine Learning Specication-Guided Learning of Nash Equilibria with High Social Welfare -- Synthesizing Fair Decision Trees via Iterative Constraint Solving -- SMT-based Translation Validation for Machine Learning Compiler -- Lee Verifying Fairness in Quantum Machine Learning -- MoGym: Using Formal Models for Training and Verifying Decision-making Agents -- Synthesis and Concurrency Synthesis and Analysis of Petri Nets from Causal Specications -- Verifying generalised and structural soundness of workow netsvia relaxations -- Capture, Analyze, Diagnose: Realizability Checking of Requirements in FRET -- Information Flow Guided Synthesis -- Randomized Synthesis for Diversity and Cost Constraints with Control Improvisation.…”
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  16. 1596

    Tools and Algorithms for the Construction and Analysis of Systems 29th International Conference, TACAS 2023, Held as Part of the European Joint Conferences on Theory and Practice o...

    Published 2023
    Table of Contents: “…-A Learner-Verifier Framework for Neural Network Controllers and Certificates of Stochastic Systems -- Model Checking -- Bounded Model Checking for Asynchronous Hyperproperties -- Model Checking Linear Dynamical Systems under Floating-point Rounding -- Efficient Loop Conditions for Bounded Model Checking Hyperproperties -- Reconciling Preemption Bounding with DPOR -- Optimal Stateless Model Checking for Causal Consistency -- Symbolic Model Checking for TLA+ Made Faster -- AutoHyper: Explicit-State Model Checking for HyperLTL -- Machine Learning/Neural Networks -- Feature Necessity & Relevancy in ML Classifier Explanations -- Towards Formal XAI: Formally Approximate Minimal Explanations of Neural Networks -- OccRob: Effcient SMT-Based Occlusion Robustness Verification of Deep Neural Networks -- Neural Network-Guided Synthesis of Recursive List Functions -- Automata -- Modular Mix-and-Match Complementation of Buechi automata -- Validating Streaming JSON Documents With Learned VPAs -- Antichains Algorithms for the Inclusion Problem Between ω -VPL -- Stack-Aware Hyperproperties -- Proofs -- Propositional Proof Skeletons -- Unsatisfiability Proofs for Distributed Clause-Sharing SAT Solvers -- Carcara: An effcient proof checker and elaborator for SMT proofs in the Alethe format -- Constraint Solving/Blockchain -- The Packing Chromatic Number of the Infinite Square Grid is 15 -- Active Learning for SAT Solver Benchmarking -- ParaQooba: A Fast and Flexible Framework for Parallel and Distributed QBF Solving -- Inferring Needless Write Memory Accesses on Ethereum Bytecode -- Markov Chains/Stochastic Control -- A Practitioner's Guide to MDP Model Checking Algorithms -- Correct Approximation of Stationary Distributions -- Robust Almost-Sure Reachability in Multi-Environment MDPs -- Mungojerrie: Linear-Time Objectives in Model-Free Reinforcement Learning -- Verification -- A Formal CHERI-C Semantics for Verification -- Automated Verification for Real-Time Systems via Implicit Clocks and an Extended Antimirov Algorithm -- Parameterized Verification under TSO with Data Types -- Verifying Learning-Based Robotic Navigation Systems: A Case Study -- Make flows small again: revisiting the flow framework -- ALASCA: Reasoning in Quantified Linear Arithmetic -- A Matrix-Based Approach to Parity Games -- A GPU Tree Database for Many-Core Explicit State Space Exploration.…”
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