"interpretable models" Papers

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Causal Concept Graph Models: Beyond Causal Opacity in Deep Learning

Gabriele Dominici, Pietro Barbiero, Mateo Espinosa Zarlenga et al.

ICLR 2025arXiv:2405.16507
21
citations

DeepHalo: A Neural Choice Model with Controllable Context Effects

Shuhan Zhang, Zhi Wang, Rui Gao et al.

NEURIPS 2025oralarXiv:2601.04616

Extracting Interpretable Task-Specific Circuits from Large Language Models for Faster Inference

Jorge García-Carrasco, Alejandro Maté, Juan Trujillo

AAAI 2025paperarXiv:2412.15750
3
citations

Hybrid Latent Reasoning via Reinforcement Learning

Zhenrui Yue, Bowen Jin, Huimin Zeng et al.

NEURIPS 2025arXiv:2505.18454
8
citations

Object-Centric Concept-Bottlenecks

David Steinmann, Wolfgang Stammer, Antonia Wüst et al.

NEURIPS 2025

The Rashomon Set Has It All: Analyzing Trustworthiness of Trees under Multiplicity

Ethan Hsu, Tony Cao, Lesia Semenova et al.

NEURIPS 2025

Language Model Guided Interpretable Video Action Reasoning

Ning Wang, Guangming Zhu, Hongsheng Li et al.

CVPR 2024arXiv:2404.01591
7
citations

PDiscoFormer: Relaxing Part Discovery Constraints with Vision Transformers

Ananthu Aniraj, Cassio F. Dantas, Dino Ienco et al.

ECCV 2024arXiv:2407.04538
6
citations

Task-Driven Causal Feature Distillation: Towards Trustworthy Risk Prediction

Zhixuan Chu, Mengxuan Hu, Qing Cui et al.

AAAI 2024paperarXiv:2312.16113
13
citations