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David Koleczek

2 accepted papers

2025

Alternate Preference Optimization for Unlearning Factual Knowledge in Large Language Models

COLING 2025main

Machine unlearning aims to efficiently eliminate the influence of specific training data, known as the forget set, from the model. However, existing unlearning methods for Large Language Models (LLMs) face a critical challenge: they rely solely on negative feedback to suppress responses related to t…

2022

On Optimizing Interventions in Shared Autonomy

AAAI 2022technical

Shared autonomy refers to approaches for enabling an autonomous agent to collaborate with a human with the aim of improving human performance. However, besides improving performance, it may often also be beneficial that the agent concurrently accounts for preserving the user’s experience or satisfac…