Approximate Causal Abstraction

27 June 2019

Papers citing "Approximate Causal Abstraction"

41 / 41 papers shown

Title
Combining Causal Models for More Accurate Abstractions of Neural Networks Theodora-Mara Pîslar Sara Magliacane Atticus Geiger AI4CE 50 0 0 14 Mar 2025
Addressing pitfalls in implicit unobserved confounding synthesis using explicit block hierarchical ancestral sampling Xudong Sun Alex Markham Pratik Misra Carsten Marr CML 68 0 0 12 Mar 2025
Everything, Everywhere, All at Once: Is Mechanistic Interpretability Identifiable? Maxime Méloux Silviu Maniu François Portet Maxime Peyrard 34 0 0 28 Feb 2025
An Algebraic Framework for Hierarchical Probabilistic Abstraction Nijesh Upreti Vaishak Belle 33 0 0 28 Feb 2025
Sample-efficient Learning of Concepts with Theoretical Guarantees: from Data to Concepts without Interventions H. Fokkema T. Erven Sara Magliacane 64 1 0 10 Feb 2025
What is causal about causal models and representations? Frederik Hytting Jørgensen Luigi Gresele S. Weichwald CML 103 0 0 31 Jan 2025
Causal Abstraction in Model Interpretability: A Compact Survey Yihao Zhang 26 0 0 26 Oct 2024
Causal Representation Learning in Temporal Data via Single-Parent Decoding Philippe Brouillard Sébastien Lachapelle Julia Kaltenborn Yaniv Gurwicz Dhanya Sridhar Alexandre Drouin Peer Nowack Jakob Runge David Rolnick CML 32 3 0 09 Oct 2024
Intuitions of Compromise: Utilitarianism vs. Contractualism Jared Moore Yejin Choi Sydney Levine 33 0 0 07 Oct 2024
Mechanistic? Naomi Saphra Sarah Wiegreffe AI4CE 21 9 0 07 Oct 2024
Products, Abstractions and Inclusions of Causal Spaces Simon Buchholz Junhyung Park Bernhard Schölkopf 32 0 0 01 Jun 2024
A Philosophical Introduction to Language Models - Part II: The Way Forward Raphael Milliere Cameron Buckner LRM 57 13 0 06 May 2024
Causally Abstracted Multi-armed Bandits Fabio Massimo Zennaro Nicholas Bishop Joel Dyer Yorgos Felekis Anisoara Calinescu Michael Wooldridge Theodoros Damoulas 28 2 0 26 Apr 2024
RAVEL: Evaluating Interpretability Methods on Disentangling Language Model Representations Jing-ling Huang Zhengxuan Wu Christopher Potts Mor Geva Atticus Geiger 57 26 0 27 Feb 2024
Causal Perception Jose M. Alvarez Salvatore Ruggieri CML 19 0 0 24 Jan 2024
Interventionally Consistent Surrogates for Agent-based Simulators Joel Dyer Nicholas Bishop Yorgos Felekis Fabio Massimo Zennaro Anisoara Calinescu Theodoros Damoulas Michael Wooldridge 19 6 0 18 Dec 2023
Causal Optimal Transport of Abstractions Yorgos Felekis Fabio Massimo Zennaro Nicola Branchini Theodoros Damoulas CML OT 45 5 0 13 Dec 2023
Targeted Reduction of Causal Models Armin Kekić Bernhard Schölkopf M. Besserve CML 50 9 0 30 Nov 2023
Do Not Marginalize Mechanisms, Rather Consolidate! Moritz Willig Matej Zečević D. Dhami Kristian Kersting 13 1 0 12 Oct 2023
Interpretability is in the Mind of the Beholder: A Causal Framework for Human-interpretable Representation Learning Emanuele Marconato Andrea Passerini Stefano Teso 19 13 0 14 Sep 2023
Causal Entropy and Information Gain for Measuring Causal Control F. N. F. Q. Simoes Mehdi Dastani T. V. Ommen CML 8 4 0 14 Sep 2023
Comparing Causal Frameworks: Potential Outcomes, Structural Models, Graphs, and Abstractions D. Ibeling Thomas F. Icard CML 22 9 0 25 Jun 2023
Nonparametric Identifiability of Causal Representations from Unknown Interventions Julius von Kügelgen M. Besserve Wendong Liang Luigi Gresele Armin Kekić Elias Bareinboim David M. Blei Bernhard Schölkopf CML 18 56 0 01 Jun 2023
A Measure-Theoretic Axiomatisation of Causality Junhyung Park Simon Buchholz Bernhard Schölkopf Krikamol Muandet 32 5 0 19 May 2023
Interpretability at Scale: Identifying Causal Mechanisms in Alpaca Zhengxuan Wu Atticus Geiger Thomas Icard Christopher Potts Noah D. Goodman MILM 25 81 0 15 May 2023
Quantifying Consistency and Information Loss for Causal Abstraction Learning Fabio Massimo Zennaro P. Turrini Theodoros Damoulas CML 22 3 0 07 May 2023
Localizing Model Behavior with Path Patching Nicholas W. Goldowsky-Dill Chris MacLeod L. Sato Aryaman Arora 13 85 0 12 Apr 2023
Finding Alignments Between Interpretable Causal Variables and Distributed Neural Representations Atticus Geiger Zhengxuan Wu Christopher Potts Thomas F. Icard Noah D. Goodman CML 73 98 0 05 Mar 2023
Jointly Learning Consistent Causal Abstractions Over Multiple Interventional Distributions Fabio Massimo Zennaro Máté Drávucz G. Apachitei W. D. Widanage Theodoros Damoulas 29 12 0 14 Jan 2023
Inducing Character-level Structure in Subword-based Language Models with Type-level Interchange Intervention Training Jing-ling Huang Zhengxuan Wu Kyle Mahowald Christopher Potts 19 13 0 19 Dec 2022
Causal Abstraction with Soft Interventions Riccardo Massidda Atticus Geiger Thomas F. Icard D. Bacciu 23 13 0 22 Nov 2022
Language Models Understand Us, Poorly Jared Moore LRM 9 4 0 19 Oct 2022
FACT: Learning Governing Abstractions Behind Integer Sequences Peter Belcak Ard Kastrati Flavio Schenker Roger Wattenhofer 31 5 0 20 Sep 2022
Towards Computing an Optimal Abstraction for Structural Causal Models Fabio Massimo Zennaro P. Turrini Theodoros Damoulas 11 1 0 01 Aug 2022
Abstraction between Structural Causal Models: A Review of Definitions and Properties Fabio Massimo Zennaro 14 11 0 18 Jul 2022
Causal Inference Through the Structural Causal Marginal Problem Luigi Gresele Julius von Kügelgen Jonas M. Kubler Elke Kirschbaum Bernhard Schölkopf Dominik Janzing 22 19 0 02 Feb 2022
Neural Information Squeezer for Causal Emergence Jiang Zhang Kaiwei Liu CML 22 14 0 25 Jan 2022
On the Equivalence of Causal Models: A Category-Theoretic Approach J. Otsuka H. Saigo 18 12 0 18 Jan 2022
Causal Distillation for Language Models Zhengxuan Wu Atticus Geiger J. Rozner Elisa Kreiss Hanson Lu Thomas F. Icard Christopher Potts Noah D. Goodman 81 25 0 05 Dec 2021
Inducing Causal Structure for Interpretable Neural Networks Atticus Geiger Zhengxuan Wu Hanson Lu J. Rozner Elisa Kreiss Thomas F. Icard Noah D. Goodman Christopher Potts CML OOD 16 70 0 01 Dec 2021
Causal Abstractions of Neural Networks Atticus Geiger Hanson Lu Thomas F. Icard Christopher Potts NAI CML 8 216 0 06 Jun 2021