Papers

Manuscripts Under Review

1. 

   On the Loss Landscape Geometry of Regularized Deep Matrix Factorization: Uniqueness and Sharpness

   Anıl Kamber and Rahul Parhi

   2026

   arXiv Bib

   @misc{kamber2026losslandscapegeometryregularized,
     title = {On the Loss Landscape Geometry of Regularized Deep Matrix Factorization: Uniqueness and Sharpness},
     author = {Kamber, Anıl and Parhi, Rahul},
     year = {2026},
     status = {Manuscripts Under Review},
   }

2026

1. NeurIPS

   Spotlight

   

   Sharpness of Minima in Deep Matrix Factorization

   Anıl Kamber and Rahul Parhi

   In The Fortieth Annual Conference on Neural Information Processing Systems, 2026

   Bib

   @inproceedings{kamber2025sharpnessminimadeepmatrix,
     abbr2 = {Spotlight},
     title = {Sharpness of Minima in Deep Matrix Factorization},
     author = {Kamber, Anıl and Parhi, Rahul},
     booktitle = {The Fortieth Annual Conference on Neural Information Processing Systems},
     year = {2026},
   }

2025

1. NeurIPS Workshop

   

   Hessian Spectrum is Constant Across Minimizers in Regularized Deep Scalar Factorization

   Anıl Kamber and Rahul Parhi

   In OPT 2025: Optimization for Machine Learning, 2025

   Bib

   @inproceedings{kamber2025hessian,
     title = {Hessian Spectrum is Constant Across Minimizers in Regularized Deep Scalar Factorization},
     author = {Kamber, Anıl and Parhi, Rahul},
     booktitle = {OPT 2025: Optimization for Machine Learning},
     year = {2025},
     url = {https://opt-ml.org/papers/2025/paper84.pdf}
   }

2024

1. IEEE TMBMC

   

   Half-Space Modeling With Reflecting Surface in Molecular Communication

   Anıl Kamber, H Birkan Yilmaz, Ali E. Pusane, and 1 more author

   IEEE Transactions on Molecular, Biological, and Multi-Scale Communications, 2024

   DOI Bib

   @article{kamber2024half,
     title = {Half-Space Modeling With Reflecting Surface in Molecular Communication},
     author = {Kamber, Anıl and Yilmaz, H Birkan and Pusane, Ali E. and Tugcu, Tuna},
     journal = {IEEE Transactions on Molecular, Biological, and Multi-Scale Communications},
     year = {2024},
     publisher = {IEEE},
     doi = {10.1109/TMBMC.2024.3448353},
   }