Better Hit the Nail on the Head than Beat around the Bush: Removing
Protected Attributes with a Single Projection

Better Hit the Nail on the Head than Beat around the Bush: Removing Protected Attributes with a Single Projection

8 December 2022

P. Haghighatkhah

Bettina Speckmann

Papers citing "Better Hit the Nail on the Head than Beat around the Bush: Removing Protected Attributes with a Single Projection"

13 / 13 papers shown

Title
Quiet Feature Learning in Algorithmic Tasks Prudhviraj Naidu Zixian Wang Leon Bergen R. Paturi VLM 57 0 0 06 May 2025
Fundamental Limits of Perfect Concept Erasure Somnath Basu Roy Chowdhury Avinava Dubey Ahmad Beirami Rahul Kidambi Nicholas Monath Amr Ahmed Snigdha Chaturvedi 63 0 0 25 Mar 2025
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 40 10 0 27 Jul 2024
Balancing the Scales: Reinforcement Learning for Fair Classification Leon Eshuijs Shihan Wang Antske Fokkens FaML 32 0 0 15 Jul 2024
Refusal in Language Models Is Mediated by a Single Direction Andy Arditi Oscar Obeso Aaquib Syed Daniel Paleka Nina Panickssery Wes Gurnee Neel Nanda 50 135 0 17 Jun 2024
Can Large Language Models (or Humans) Disentangle Text? Nicolas Audinet de Pieuchon Adel Daoud Connor Jerzak Moa Johansson Richard Johansson 44 0 0 25 Mar 2024
What Happens to a Dataset Transformed by a Projection-based Concept Removal Method? Richard Johansson 31 0 0 24 Mar 2024
LEACE: Perfect linear concept erasure in closed form Nora Belrose David Schneider-Joseph Shauli Ravfogel Ryan Cotterell Edward Raff Stella Biderman KELM MU 41 102 0 06 Jun 2023
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 109 107 0 22 Sep 2022
Can Transformer be Too Compositional? Analysing Idiom Processing in Neural Machine Translation Verna Dankers Christopher G. Lucas Ivan Titov 38 36 0 30 May 2022
Linear Adversarial Concept Erasure Shauli Ravfogel Michael Twiton Yoav Goldberg Ryan Cotterell KELM 81 57 0 28 Jan 2022
The Rediscovery Hypothesis: Language Models Need to Meet Linguistics Vassilina Nikoulina Maxat Tezekbayev Nuradil Kozhakhmet Madina Babazhanova Matthias Gallé Z. Assylbekov 34 8 0 02 Mar 2021
Learning Adversarially Fair and Transferable Representations David Madras Elliot Creager T. Pitassi R. Zemel FaML 233 674 0 17 Feb 2018