Samet Demir

19 papers A* 1C 1Journal 12Unranked 5
YearRankTypeTitle / Venue / Authors
2026 J jnl
Learning Beyond the Gaussian Data: Learning Dynamics of Neural Networks on an Expressive and Cumulant-Controllable Data Model.
CoRR
Onat Ure, Samet Demir, Zafer Dogan
2025 A* conf
Asymptotic Analysis of Two-Layer Neural Networks after One Gradient Step under Gaussian Mixtures Data with Structure.
ICLR
Samet Demir, Zafer Dogan
2025 J jnl
Asymptotic Analysis of Two-Layer Neural Networks after One Gradient Step under Gaussian Mixtures Data with Structure.
CoRR
Samet Demir, Zafer Dogan
2025 J jnl
Asymptotic Study of In-context Learning with Random Transformers through Equivalent Models.
CoRR
Samet Demir, Zafer Dogan
2025 — conf
Asymptotic Study of in-Context Learning with Random Transformers Through Equivalent Models.
MLSP
Samet Demir, Zafer Dogan
2025 — conf
Benefits of Online Tilted Empirical Risk Minimization: A Case Study of Outlier Detection and Robust Regression.
MLSP
Yigit E. Yildirim, Samet Demir, Zafer Dogan
2025 J jnl
Benefits of Online Tilted Empirical Risk Minimization: A Case Study of Outlier Detection and Robust Regression.
CoRR
Yigit E. Yildirim, Samet Demir, Zafer Dogan
2025 J jnl
How Data Mixing Shapes In-Context Learning: Asymptotic Equivalence for Transformers with MLPs.
CoRR
Samet Demir, Zafer Dogan
2025 J jnl
Implicitly Normalized Online PCA: A Regularized Algorithm with Exact High-Dimensional Dynamics.
CoRR
Samet Demir, Zafer Dogan
2025 — conf
Learning Rate Should Scale Inversely with High-Order Data Moments in High-Dimensional Online Independent Component Analysis.
MLSP
M. Oguzhan Gultekin, Samet Demir, Zafer Dogan
2025 J jnl
Learning Rate Should Scale Inversely with High-Order Data Moments in High-Dimensional Online Independent Component Analysis.
CoRR
M. Oguzhan Gultekin, Samet Demir, Zafer Dogan
2025 J jnl
Optimal Attention Temperature Enhances In-Context Learning under Distribution Shift.
CoRR
Samet Demir, Zafer Dogan
2024 J jnl
Random Features Outperform Linear Models: Effect of Strong Input-Label Correlation in Spiked Covariance Data.
CoRR
Samet Demir, Zafer Dogan
2024 — conf
Studying Generalization Performance of Random Feature Model through Equivalent Models.
SIU
Samet Demir, Zafer Dogan
2023 C conf
Optimal Nonlinearities Improve Generalization Performance of Random Features.
ACML
Samet Demir, Zafer Dogan
2023 J jnl
Optimal Nonlinearities Improve Generalization Performance of Random Features.
CoRR
Samet Demir, Zafer Dogan
2020 — conf
DeepSmartFuzzer: Reward Guided Test Generation For Deep Learning.
AISafety@IJCAI
Samet Demir, Hasan Ferit Eniser, Alper Sen
2019 J jnl
DeepSmartFuzzer: Reward Guided Test Generation For Deep Learning.
CoRR
Samet Demir, Hasan Ferit Eniser, Alper Sen
2019 J jnl
Neural Academic Paper Generation.
CoRR
Samet Demir, Uras Mutlu, Özgür Özdemir