Coresets from Trajectories: Selecting Data via Correlation of Loss Differences

Manish Nagaraj, Deepak Ravikumar, Kaushik Roy

Action editor: Mingrui Liu

https://openreview.net/forum?id=QY0pbZTWJ9

#imagenet #coresets #coreset

Quantum Sensitivity Sampling Enables Sublinear Coreset Construction

Quantum sensitivity sampling creates ε‑coresets for k‑median/k‑means clustering in ~O(n^0.5 d k^2.5 poly(ε⁻¹)) time, achieving sublinear processing of large datasets. getnews.me/quantum-sensitivity-samp... #quantumsensitivitysampling #coresets

Noise-free Loss Gradients: A Surprisingly Effective Baseline for Coreset Selection

Saumyaranjan Mohanty, Chimata Anudeep, Konda Reddy Mopuri

Action editor: Pavel Izmailov

https://openreview.net/forum?id=OE4P1tW8iQ

#deep #gradients #coresets