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Papers
Level Set Teleportation: An Optimization Perspective
AISTATS 2025
Efficient Sketches for Training Data Attribution and Studying the Loss Landscape
NeurIPS 2024
Decentralized Stochastic Bilevel Optimization with Improved per-Iteration Complexity
ICML 2023
Influence Diagnostics under Self-concordance
AISTATS 2023
Nyström Method for Accurate and Scalable Implicit Differentiation
AISTATS 2023
SP2 : A Second Order Stochastic Polyak Method
ICLR 2023
Better SGD using Second-order Momentum
NeurIPS 2022
Rethinking Influence Functions of Neural Networks in the Over-Parameterized Regime
AAAI 2022
SOSP: Efficiently Capturing Global Correlations by Second-Order Structured Pruning
ICLR 2022
A Stochastic Newton Algorithm for Distributed Convex Optimization
NeurIPS 2021
GO Hessian for Expectation-Based Objectives
AAAI 2021
Second-Order Information in Non-Convex Stochastic Optimization: Power and Limitations
COLT 2020
NEON2: Finding Local Minima via First-Order Oracles
NeurIPS 2018
Understanding Black-box Predictions via Influence Functions
ICML 2017