On guaranteed optimal robust explanations for NLP models

On guaranteed optimal robust explanations for NLP models

We build on abduction-based explanations for machine learning and develop a method for computing local explanations for neural network models in natural language processing (NLP). Our explanations comprise a subset of the words of the input text that satisfies two key features: optimality w.r.t. a u...

पूर्ण विवरण

ग्रंथसूची विवरण
मुख्य लेखकों:	La Malfa, E, Michelmore, R, Zbrzezny, AM, Paoletti, N, Kwiatkowska, M
स्वरूप:	Conference item
भाषा:	English
प्रकाशित:	International Joint Conferences on Artificial Intelligence 2021

समान संसाधन

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The king is naked: On the notion of robustness for natural language processing
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प्रकाशित: (2022)

Adversarial robustness guarantees for Gaussian processes
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द्वारा: Bertsimas, Dimitris, और अन्य
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द्वारा: Blaas, A, और अन्य
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Uncertainty quantification with statistical guarantees in end-to-end autonomous driving control
द्वारा: Michelmore, R, और अन्य
प्रकाशित: (2020)

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Efficient synthesis of robust models for stochastic systems
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प्रकाशित: (2018)

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Robust optimization for adversarial learning with finite sample complexity guarantees
द्वारा: Bertolace, A, और अन्य
प्रकाशित: (2024)

Guaranteed robustness properties of multivariable, nonlinear, stochastic optimal regulators
प्रकाशित: (2003)

Robust Sampling-based Motion Planning with Asymptotic Optimality Guarantees
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प्रकाशित: (2013)

Checking RTECTL properties of STSs via SMT-based Bounded Model Checking
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प्रकाशित: (2015-12-01)

nlp /
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प्रकाशित: (2004)

Bounded Model Checking for Metric Temporal Logic Properties of Timed Automata with Digital Clocks
द्वारा: Agnieszka M. Zbrzezny, और अन्य
प्रकाशित: (2022-12-01)

Assessing robustness of text classification through maximal safe radius computation
द्वारा: La Malfa, E, और अन्य
प्रकाशित: (2020)

Safety verification for deep neural networks with provable guarantees
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प्रकाशित: (2019)

Robust Variable Selection with Optimality Guarantees for High-Dimensional Logistic Regression
द्वारा: Luca Insolia, और अन्य
प्रकाशित: (2021-08-01)

Distributed robust Lasso-MPC based on Nash optimization for smart grid: Guaranteed robustness and stability
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प्रकाशित: (2024-11-01)

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Essential NLP /
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SUCCESSFUL NLP /
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Individual fairness guarantees for neural networks
द्वारा: Benussi, E, और अन्य
प्रकाशित: (2022)

RODES: A robust-design synthesis tool for probabilistic systems
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प्रकाशित: (2017)

Robust pose estimation which guarantees positive depths
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प्रकाशित: (2023-12-01)

Reduced-order neural network synthesis with robustness guarantees
द्वारा: Drummond, R, और अन्य
प्रकाशित: (2022)

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प्रकाशित: (2022-11-01)

Robustness evaluation of deep neural networks with provable guarantees
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प्रकाशित: (2020)