📢 🚀 @nptel_official Course Alert! 📢🚀 Super thrilled to co-teach #ResponsibleAI starting July with Profs. { @ravi_iitm & @arunrajkumar485} . Register at & Course website Please spread the word. #ProfGiri #Teaching #Interpretability #MachineUnlearning

machineUnlearning.

#ArtificialIntelligence #AIbots #DataPrivacy #SecurityRisk #MachineLearning #MachineUnlearning #Technology #Innovation #DigitalTransformation #DataSecurity #PrivacyConcerns #AIrevolution

What if AI didn’t just think - but forgot? 🤯.Imagine models designed to unlearn outdated ideas, bad data, and yesterday’s biases - evolving in real-time like living minds. Not just smarter, but wiser. Just a thought. #AI #MachineUnlearning #FutureTech #EthicalAI #NextGenAI.

When a company claims that your personal data has been removed from their model, have you ever wondered whether they've indeed done so? 🤔 . If a new paper on arXiv claims that its proposed #MachineUnlearning algorithm can unlearn your personal data from an #LLM, how do we know

(1) Traditional utility-centric #MachineUnlearning metrics rely on referencing a retrained model, which is prohibitively expensive😨. These metrics also struggle when the forget & retain sets contain similar data, which is a common scenario in realistic deployments😖. (2/n).#LLM

(3) WaterDrum embeds robust watermarks into text data & measures the #watermark strength after #MachineUnlearning:.- It produces calibrated scores without referencing the retrained model;.- The signal is orthogonal to model performance & applicable even with similar data. (4/n)

Forgetting by Remembering: A Smarter Path to Machine Unlearning #machineunlearning #privacy #influencefunctions #incrementallearning #AIethics.

Supporting Trustworthy AI Through Machine Unlearning . ✍️@EmmieHine @novelli_claudio @RosariaTaddeo @Floridi via @SSRN .#AI #MachineLearning #TrustworthyAI #OECD #MachineUnlearning #Governance #Ethics #Legal #Social #Tech #Policy #Privacy. ➡️Machine

#MachineUnlearning- Learning to Forget - iHLS

A look at how a new framework makes #MachineUnlearning faster, more practical, and privacy-compliant for real-world #AI systems. @helpnetsecurity .

Collapse to Forget: Turning Model Collapse into a Privacy Feature for LLMs #machineunlearning #privacy #LLMs #modelcollapse #compliance #AIgovernance.

@juandoming EL MACHINE UNLEARNING EN LA EDUCACIÓN DISRUPTIVA:.#machineUnlearning #Educaciondisruptiva #educación #algoritmos #IA #desaprendizaje

Interesting to see.#machineUnlearning as a future #technology . @Gartner_inc

The Sink That Remembers: Solving LLM Memorization Without Forgetting Everything Else #LLMtraining #AIsafety #machineunlearning #dataprivacy #MemSinks.

Machine Unlearning in Generative AI: A Survey . #MachineUnlearning #GenAI.👉

I am happy to share that our paper, "Towards Robust and Cost-Efficient Knowledge Unlearning for Large Language Models", has been accepted to #ICLR2025! Stay tuned for the camera-ready version and the code release! #MachineUnlearning #LLMs

Introducing WaterDrum🛢️, the first data-centric #LLM #unlearning metric that leverages robust text #watermarking💧to provide an effective, practical, and resilient way to evaluate LLM unlearning performance😉! (1/n). #MachineUnlearning #LLMs

🎉 Proud to share that Side Effects of Erasing Concepts from Diffusion Models was accepted to EMNLP 2025 (Findings). #EMNLP2025 #MachineUnlearning #ConceptErasure.