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Machine Unlearning

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TitleStatusHype
Knowledge Removal in Sampling-based Bayesian InferenceCode1
Can Bad Teaching Induce Forgetting? Unlearning in Deep Networks using an Incompetent TeacherCode1
Unlearning during Learning: An Efficient Federated Machine Unlearning MethodCode1
Unlearning Isn't Deletion: Investigating Reversibility of Machine Unlearning in LLMsCode1
Certified Graph UnlearningCode1
Verifiable and Provably Secure Machine UnlearningCode1
Machine Unlearning of Features and LabelsCode1
Certified Unlearning for Neural NetworksCode1
Challenging Forgets: Unveiling the Worst-Case Forget Sets in Machine UnlearningCode1
An Information Theoretic Approach to Machine UnlearningCode1
CLEAR: Character Unlearning in Textual and Visual ModalitiesCode1
A Survey on Unlearnable DataCode1
Identify Backdoored Model in Federated Learning via Individual UnlearningCode1
Corrective Machine UnlearningCode1
Graph UnlearningCode1
Hard to Forget: Poisoning Attacks on Certified Machine UnlearningCode1
In-Context Unlearning: Language Models as Few Shot UnlearnersCode1
Composable Interventions for Language ModelsCode1
Hidden Poison: Machine Unlearning Enables Camouflaged Poisoning AttacksCode1
How to Combine Membership-Inference Attacks on Multiple Updated ModelsCode1
Forgettable Federated Linear Learning with Certified Data UnlearningCode1
CURE4Rec: A Benchmark for Recommendation Unlearning with Deeper InfluenceCode1
Machine Unlearning for Random ForestsCode1
Automatic Jailbreaking of the Text-to-Image Generative AI SystemsCode1
Alternate Preference Optimization for Unlearning Factual Knowledge in Large Language ModelsCode1
LoTUS: Large-Scale Machine Unlearning with a Taste of UncertaintyCode1
Data Unlearning in Diffusion ModelsCode1
Generative Unlearning for Any IdentityCode1
Fast Machine Unlearning Without Retraining Through Selective Synaptic DampeningCode1
"Alexa, can you forget me?" Machine Unlearning Benchmark in Spoken Language UnderstandingCode1
Mitigating Memorization In Language ModelsCode1
MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language ModelsCode1
NegMerge: Consensual Weight Negation for Strong Machine UnlearningCode1
Deep Regression UnlearningCode1
Fast Yet Effective Machine UnlearningCode1
Deep Unlearning: Fast and Efficient Gradient-free Approach to Class ForgettingCode1
GIF: A General Graph Unlearning Strategy via Influence FunctionCode1
KGA: A General Machine Unlearning Framework Based on Knowledge Gap AlignmentCode1
An Adversarial Perspective on Machine Unlearning for AI SafetyCode1
Reinforcement UnlearningCode1
Machine Unlearning of Federated ClustersCode1
Task-Aware Machine Unlearning and Its Application in Load ForecastingCode1
SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and GenerationCode1
Scalability of memorization-based machine unlearningCode1
CLIPErase: Efficient Unlearning of Visual-Textual Associations in CLIP—0
Class Machine Unlearning for Complex Data via Concepts Inference and Data Poisoning—0
A Survey on Recommendation Unlearning: Fundamentals, Taxonomy, Evaluation, and Open Questions—0
A hybrid framework for effective and efficient machine unlearning—0
Challenges and Pitfalls of Bayesian Unlearning—0
Certified Minimax Unlearning with Generalization Rates and Deletion Capacity—0
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