theoretical findings
Theoretical findings refer to formal results in the fields of statistics, machine learning, or AI that provide guarantees or insights about the behavior and performance of algorithms, contributing to the foundational understanding of the discipline.
- Coresets for Clustering Under Stochastic Noise
- How Memory in Optimization Algorithms Implicitly Modifies the Loss
- Improved Scaling Laws in Linear Regression via Data Reuse
- Just One Layer Norm Guarantees Stable Extrapolation
- Learning Equilibria from Data: Provably Efficient Multi-Agent Imitation Learning
- Let Me Think! A Long Chain of Thought Can Be Worth Exponentially Many Short Ones
- Provable Watermarking for Data Poisoning Attacks
- The Non-Linear Representation Dilemma: Is Causal Abstraction Enough for Mechanistic Interpretability?