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Interpretability

7,452 papers

Papers per year

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14
488
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Papers

Balancing Transparency and Accuracy: A Comparative Analysis of Rule-Based and Deep Learning Models in Political Bias Classification EMNLP 2024
Considering Human Interaction and Variability in Automatic Text Simplification EMNLP 2024
Analysing Translation Artifacts: A Comparative Study of LLMs, NMTs, and Human Translations EMNLP 2024
Is It Safe to Tell Your Story? Towards Achieving Privacy for Sensitive Narratives EMNLP 2024
Are Logistic Models Really Interpretable? IJCAI 2024
Detecting and Understanding Vulnerabilities in Language Models via Mechanistic Interpretability IJCAI 2024
Updates on the Complexity of SHAP Scores IJCAI 2024
Formalisation and Evaluation of Properties for Consequentialist Machine Ethics IJCAI 2024
Relevant Irrelevance: Generating Alterfactual Explanations for Image Classifiers IJCAI 2024
A Self-explaining Neural Architecture for Generalizable Concept Learning IJCAI 2024
Attribution Quality Metrics with Magnitude Alignment IJCAI 2024
A Consistency and Integration Model with Adaptive Thresholds for Weakly Supervised Object Localization IJCAI 2024
ProtoPFormer: Concentrating on Prototypical Parts in Vision Transformers for Interpretable Image Recognition IJCAI 2024
Full Bayesian Significance Testing for Neural Networks in Traffic Forecasting IJCAI 2024
LLMs Can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought IJCAI 2024
On the Power and Limitations of Examples for Description Logic Concepts IJCAI 2024
NELLIE: A Neuro-Symbolic Inference Engine for Grounded, Compositional, and Explainable Reasoning IJCAI 2024
Explaining Arguments’ Strength: Unveiling the Role of Attacks and Supports IJCAI 2024
ROCES: Robust Class Expression Synthesis in Description Logics via Iterative Sampling IJCAI 2024
Deep Neural Networks via Complex Network Theory: A Perspective IJCAI 2024
Combinatorial Routing for Neural Trees IJCAI 2024
EMOTE: An Explainable Architecture for Modelling the Other through Empathy IJCAI 2024
Are Watermarks Bugs for Deepfake Detectors? Rethinking Proactive Forensics IJCAI 2024
SEMANTIFY: Unveiling Memes with Robust Interpretability beyond Input Attribution IJCAI 2024
PEACH: Pretrained-Embedding Explanation across Contextual and Hierarchical Structure IJCAI 2024