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Fort, Stanislav
11 publications
ICLR
2025
Scaling Laws for Adversarial Attacks on Language Model Activations and Tokens
Stanislav Fort
NeurIPSW
2024
Ensemble Everything Everywhere: Multi-Scale Aggregation for Adversarial Robustness
Stanislav Fort
,
Balaji Lakshminarayanan
NeurIPSW
2024
Standard Adversarial Attacks Only Fool the Final Layer
Stanislav Fort
ICLR
2022
How Many Degrees of Freedom Do We Need to Train Deep Networks: A Loss Landscape Perspective
Brett W Larsen
,
Stanislav Fort
,
Nic Becker
,
Surya Ganguli
NeurIPS
2021
Exploring the Limits of Out-of-Distribution Detection
Stanislav Fort
,
Jie Ren
,
Balaji Lakshminarayanan
ICML
2021
On Monotonic Linear Interpolation of Neural Network Parameters
James R Lucas
,
Juhan Bae
,
Michael R Zhang
,
Stanislav Fort
,
Richard Zemel
,
Roger B Grosse
ICLR
2021
Training Independent Subnetworks for Robust Prediction
Marton Havasi
,
Rodolphe Jenatton
,
Stanislav Fort
,
Jeremiah Zhe Liu
,
Jasper Snoek
,
Balaji Lakshminarayanan
,
Andrew Mingbo Dai
,
Dustin Tran
NeurIPS
2020
Deep Learning Versus Kernel Learning: An Empirical Study of Loss Landscape Geometry and the Time Evolution of the Neural Tangent Kernel
Stanislav Fort
,
Gintare Karolina Dziugaite
,
Mansheej Paul
,
Sepideh Kharaghani
,
Daniel M. Roy
,
Surya Ganguli
ICLR
2020
The Break-Even Point on Optimization Trajectories of Deep Neural Networks
Stanislaw Jastrzebski
,
Maciej Szymczak
,
Stanislav Fort
,
Devansh Arpit
,
Jacek Tabor
,
Kyunghyun Cho
,
Krzysztof Geras
NeurIPS
2019
Large Scale Structure of Neural Network Loss Landscapes
Stanislav Fort
,
Stanislaw Jastrzebski
AAAI
2019
The Goldilocks Zone: Towards Better Understanding of Neural Network Loss Landscapes
Stanislav Fort
,
Adam Scherlis