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LoTUS: Large-Scale Machine Unlearning with a Taste of Uncertainty
Announce Type: replace Abstract: We present LoTUS, a novel Machine Unlearning (MU) method that eliminates the influence of training samples from pre-trained models, avoiding retraining from scratch. LoTUS smooths the prediction probabilities of the model up to an information-theoretic bound, mitigating its over-confidence stemming from data memorization. We evaluate LoTUS on Transformer and ResNet18 models against eight baselines across five public datasets.
Bridge the Last-Mile Gap to Semantic Analytics: Compiling Natural-Language Queries into Semantic Operator Pipelines
arXiv:2606.04641v1 Announce Type: new Abstract: Automated AI workflows increasingly rely on natural-language reasoning over heterogeneous data, but lack a practical way to execute it through optimized semantic data systems. Recent semantic operator systems, such as Palimpzest and LOTUS, expose declarative operators for filtering, joining, mapping, and aggregating over tables, text, and images using natural-language predicates. However, these systems require users to manually choose...
From Schitt's Creek to Desi Bling: Is cringe-binge actually about self-care?
Anatomically, as human beings, we have existed for around 300,000 years. But if we are talking civilization, it began around 5000 to 6000 years ago. Since then, we have all been trying to balance our most primal urges with our societal-expected ones.
Ask HN: What are tools you have made for yourself since the advent of AI?
I've made a number of ceramic molds for slumping fused glass into bowls. As well as wooden templates for ceramic mugs. I've devised a few carrying tools to move glass frit paintings from my studio down to my barn where the kilns sit without spilling the glass.
Jennifer Lopez, Brittany Snow and Emily Blunt turn heads in dazzling gowns on the red carpet
Hollywood's biggest names stunned on different red carpets this week. Stars including Jennifer Lopez and Brittany Snow turned heads when they posed for photos at the Gotham Awards and movie premieres in sparkling gowns. Other celebrities lit up the red carpet at their movie premieres in stunning dresses.
Speculation mounts over TMC’s MPs, its heft in INDIA bloc
As TMC faces its biggest crisis in West Bengal, there is growing speculation over the future of its contingent of MPs in Lok Sabha and Rajya Sabha, the impact developments in Bengal will have on the heft of the second largest opposition party within INDIA bloc and its overall ramifications on Opposition’s capacity to take on the govt, especially as the Mamata Banerjee-led party has been a most vociferous critic of BJP-led NDA govt at Centre. How the split within TMC in West Bengal following...
From Chiang Mai’s black house to the Bangkok skyline: Inside 137 Pillars
From Chiang Mai’s black house to the Bangkok skyline: Inside 137 Pillars A derelict teak house in Chiang Mai became the unlikely beginning of 137 Pillars, linking a heritage hotel in Wat Ket with a sky-high Sukhumvit address. Chiang Mai locals called it Baan Dam – the Black House. Stand in the grounds today of 137 Pillars House and you would never guess the name.
Book Dedications
To my sister, Dr. Soma Mohammed Mohammed Baroud. I write your name in full, because that is how it appeared on the white body bag that held your remains soon after the bomb was dropped. Dedications A random assortment of book dedications.