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Anna Dagui, Matthew Kaitib and Augusta Silim - Manam Customs
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Multiagent Dynamics of Gradual Argumentation Semantics
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In: Proceedings of the 21st International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2022) ; 21st International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2022) ; https://hal.archives-ouvertes.fr/hal-03584238 ; 21st International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2022), May 2022, Auckland (virtual), New Zealand (2022)
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Multiagent Dynamics of Gradual Argumentation Semantics
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In: Proceedings of the 21st International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2022) ; 21st International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2022) ; https://hal.archives-ouvertes.fr/hal-03584238 ; 21st International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2022), May 2022, Auckland (virtual), New Zealand (2022)
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Analysis of ancestry heterozygosity suggests that hybrid incompatibilities in threespine stickleback are environment dependent.
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In: PLoS biology, vol 20, iss 1 (2022)
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Comment on "Fijian Polygenesis and the Melanesian/Polynesian divide " by D. Burley
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In: Current Anthropology (2022)
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Broad strokes or fine points: Are Dialectical Behavior Therapy modules associated with general or domain-specific changes? ...
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Additional file 2 of Overcoming the language barrier: a novel curriculum for training medical students as volunteer medical interpreters ...
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Additional file 2 of Overcoming the language barrier: a novel curriculum for training medical students as volunteer medical interpreters ...
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Additional file 3 of Overcoming the language barrier: a novel curriculum for training medical students as volunteer medical interpreters ...
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Additional file 5 of Overcoming the language barrier: a novel curriculum for training medical students as volunteer medical interpreters ...
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Additional file 5 of Overcoming the language barrier: a novel curriculum for training medical students as volunteer medical interpreters ...
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Additional file 3 of Overcoming the language barrier: a novel curriculum for training medical students as volunteer medical interpreters ...
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Fairly Accurate: Learning Optimal Accuracy vs. Fairness Tradeoffs for Hate Speech Detection ...
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Abstract:
Recent work has emphasized the importance of balancing competing objectives in model training (e.g., accuracy vs. fairness, or competing measures of fairness). Such trade-offs reflect a broader class of multi-objective optimization (MOO) problems in which optimization methods seek Pareto optimal trade-offs between competing goals. In this work, we first introduce a differentiable measure that enables direct optimization of group fairness (specifically, balancing accuracy across groups) in model training. Next, we demonstrate two model-agnostic MOO frameworks for learning Pareto optimal parameterizations over different groups of neural classification models. We evaluate our methods on the specific task of hate speech detection, in which prior work has shown lack of group fairness across speakers of different English dialects. Empirical results across convolutional, sequential, and transformer-based neural architectures show superior empirical accuracy vs. fairness trade-offs over prior work. More ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/2204.07661 https://dx.doi.org/10.48550/arxiv.2204.07661
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EMBEDDIA tools output example corpus of Estonian, Croatian and Latvian news articles 1.0
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Threat assessment, sense making, and critical decision-making in police, military, ambulance, and fire services
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In: Research outputs 2022 to 2026 (2022)
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Utilising a systematic review-based approach to create a database of individual participant data for meta- and network meta-analyses: The RELEASE database of aphasia after stroke
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In: Research outputs 2014 to 2021 (2022)
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explosion/spaCy: v3.3.0: Improved speed, new trainable lemmatizer, and pipelines for Finnish, Korean and Swedish ...
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