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ORCIDAlex Damian
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2020 – today
- 2024
[c7]Alex Damian, Loucas Pillaud-Vivien, Jason D. Lee, Joan Bruna:
Computational-Statistical Gaps in Gaussian Single-Index Models (Extended Abstract). COLT 2024: 1262- [c6]Eshaan Nichani, Alex Damian, Jason D. Lee:
How Transformers Learn Causal Structure with Gradient Descent. ICML 2024 - [i8]Eshaan Nichani, Alex Damian, Jason D. Lee:
How Transformers Learn Causal Structure with Gradient Descent. CoRR abs/2402.14735 (2024) - [i7]Alex Damian, Loucas Pillaud-Vivien, Jason D. Lee, Joan Bruna:
Computational-Statistical Gaps in Gaussian Single-Index Models. CoRR abs/2403.05529 (2024) - 2023
- [c5]Alex Damian, Eshaan Nichani, Jason D. Lee:
Self-Stabilization: The Implicit Bias of Gradient Descent at the Edge of Stability. ICLR 2023 - [c4]Alex Damian, Eshaan Nichani, Rong Ge, Jason D. Lee:
Smoothing the Landscape Boosts the Signal for SGD: Optimal Sample Complexity for Learning Single Index Models. NeurIPS 2023 - [c3]Sadhika Malladi, Tianyu Gao, Eshaan Nichani, Alex Damian, Jason D. Lee, Danqi Chen, Sanjeev Arora:
Fine-Tuning Language Models with Just Forward Passes. NeurIPS 2023 - [c2]Eshaan Nichani, Alex Damian, Jason D. Lee:
Provable Guarantees for Nonlinear Feature Learning in Three-Layer Neural Networks. NeurIPS 2023 - [i6]Eshaan Nichani, Alex Damian, Jason D. Lee:
Provable Guarantees for Nonlinear Feature Learning in Three-Layer Neural Networks. CoRR abs/2305.06986 (2023) - [i5]Alex Damian, Eshaan Nichani, Rong Ge, Jason D. Lee:
Smoothing the Landscape Boosts the Signal for SGD: Optimal Sample Complexity for Learning Single Index Models. CoRR abs/2305.10633 (2023) - [i4]Sadhika Malladi, Tianyu Gao, Eshaan Nichani, Alex Damian, Jason D. Lee, Danqi Chen, Sanjeev Arora:
Fine-Tuning Language Models with Just Forward Passes. CoRR abs/2305.17333 (2023) - 2022
- [i3]Alex Damian, Jason D. Lee, Mahdi Soltanolkotabi
:
Neural Networks can Learn Representations with Gradient Descent. CoRR abs/2206.15144 (2022) - [i2]Alex Damian, Eshaan Nichani, Jason D. Lee:
Self-Stabilization: The Implicit Bias of Gradient Descent at the Edge of Stability. CoRR abs/2209.15594 (2022) - 2021
- [c1]Alex Damian, Tengyu Ma, Jason D. Lee:
Label Noise SGD Provably Prefers Flat Global Minimizers. NeurIPS 2021: 27449-27461 - [i1]Alex Damian, Tengyu Ma, Jason D. Lee:
Label Noise SGD Provably Prefers Flat Global Minimizers. CoRR abs/2106.06530 (2021)
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