machine unlearning

$\oslash$ Source Models Leak What They Shouldn't $\nrightarrow$: Unlearning Zero-Shot Transfer in Domain Adaptation Through Adversarial Optimization CVPR 2026 Abstract Gradient Training: A Unified Certification Framework for Data Poisoning, Unlearning, and Differential Privacy JMLR 2026 ALTER: Asymmetric LoRA for Token-Entropy-Guided Unlearning of LLMs AAAI 2026 An Information Theoretic Evaluation Metric for Strong Unlearning AAAI 2026 A Robust Unlearning Method with Adaptive Knowledge Guidance and Memory Preservation AAAI 2026 Auditing Language Model Unlearning via Information Decomposition EACL 2026 AUVIC: Adversarial Unlearning of Visual Concepts for Multi-modal Large Language Models AAAI 2026 Beyond Binary Erasure: Soft-Weighted Unlearning for Fairness and Robustness AAAI 2026 Beyond Superficial Forgetting: Thorough Unlearning Through Knowledge Density Estimation and Block Re-Insertion AAAI 2026 BLUR: A Bi-Level Optimization Approach for LLM Unlearning EACL 2026 Calibration vs Decision Making: Revisiting the Reliability Paradox in Unlearned Language Models ACL 2026 CiPO: Counterfactual Unlearning for Large Reasoning Models through Iterative Preference Optimization ACL 2026 CLUE: Bringing Machine Unlearning to Mobile Devices WACV 2026 Controlling Path Dependence in Gradient Ascent Unlearning through Forget-Set Ordering UAI 2026 CRISP: Persistent Concept Unlearning via Sparse Autoencoders ACL 2026 Cross-Modal Unlearning via Influential Neuron Path Editing in Multimodal Large Language Models AAAI 2026 Decoding-Unlearning: Fact Forgetting via Entropy-Guided Inference ACL 2026 Designing to Forget: Deep Semi-parametric Models for Unlearning CVPR 2026 DIET: Machine Unlearning on a Data-Diet AAAI 2026 Disentangling the Effects of Unlearning in Measuring Parametric Faithfulness of Chain-of-Thought ACL 2026 Dual-View Inference Attack: Machine Unlearning Amplifies Privacy Exposure AAAI 2026 DUP: Detection-guided Unlearning for Backdoor Purification in Language Models AAAI 2026 Easy to Learn, Yet Hard to Forget: Towards Robust Unlearning Under Bias AAAI 2026 Erasing Thousands of Concepts: Towards Scalable and Practical Concept Erasure for Text-to-Image Diffusion Models CVPR 2026 Erasing Without Remembering: Implicit Knowledge Forgetting in Large Language Models ACL 2026