Milos Nikolic - RankMe

18 papers A* 4B 1C 1Journal 6Unranked 6

Year	Rank	Type	Title / Venue / Authors
2024	—	`conf`	Atalanta: A Bit is Worth a "Thousand" Tensor Values. ASPLOS (2) Alberto Delmas Lascorz, Mostafa Mahmoud, Ali Hadi Zadeh, Milos Nikolic, Kareem Ibrahim, Christina Giannoula, Ameer Abdelhadi, Andreas Moshovos
2024	C	`conf`	BitPruning: Learning Bitlengths for Aggressive and Accurate Quantization. ISCAS Milos Nikolic, Ghouthi Boukli Hacene, Ciaran Bannon, Alberto Delmas Lascorz, Matthieu Courbariaux, Omar Mohamed Awad, Isak Edo Vivancos, Yoshua Bengio, Vincent Gripon, Andreas Moshovos
2024	—	`conf`	Every Bit Matters: A Hardware/Software Approach for Enabling More Powerful Machine Learning Models. IEEECONF Enrique Torres-Sánchez, Milos Nikolic, Kareem Ibrahim, Alberto Delmas Lascorz, Ali Hadi Zadeh, Jiahui Wang, Ameer Abdelhadi, Mostafa Mahmoud, Christina Giannoula, Andreas Moshovos
2024	—	`conf`	Schrodinger's FP Training Neural Networks with Dynamic Floating-Point Containers. MLSys Milos Nikolic, Enrique Torres-Sánchez, Jiahui Wang, Ali Hadi Zadeh, Mostafa Mahmoud, Ameer Abdelhadi, Kareem Ibrahim, Andreas Moshovos
2022	J	`jnl`	Schrödinger's FP: Dynamic Adaptation of Floating-Point Containers for Deep Learning Training. CoRR Milos Nikolic, Enrique Torres-Sánchez, Jiahui Wang, Ali Hadi Zadeh, Mostafa Mahmoud, Ameer Abdelhadi, Andreas Moshovos
2021	—	`conf`	Boveda: Building an On-Chip Deep Learning Memory Hierarchy Brick by Brick. MLSys Isak Edo Vivancos, Sayeh Sharify, Daniel Ly-Ma, Ameer Abdelhadi, Ciaran Bannon, Milos Nikolic, Mostafa Mahmoud, Alberto Delmas Lascorz, Gennady Pekhimenko, Andreas Moshovos
2020	J	`jnl`	BitPruning: Learning Bitlengths for Aggressive and Accurate Quantization. CoRR Milos Nikolic, Ghouthi Boukli Hacene, Ciaran Bannon, Alberto Delmas Lascorz, Matthieu Courbariaux, Yoshua Bengio, Vincent Gripon, Andreas Moshovos
2020	A*	`conf`	Late Breaking Results: Building an On-Chip Deep Learning Memory Hierarchy Brick by Brick. DAC Isak Edo Vivancos, Sayeh Sharify, Milos Nikolic, Ciaran Bannon, Mostafa Mahmoud, Alberto Delmas Lascorz, Andreas Moshovos
2019	J	`jnl`	Accelerating Image-Sensor-Based Deep Learning Applications. IEEE Micro Mostafa Mahmoud, Dylan Malone Stuart, Zissis Poulos, Alberto Delmas Lascorz, Patrick Judd, Sayeh Sharify, Milos Nikolic, Kevin Siu, Isak Edo Vivancos, Jorge Albericio, Andreas Moshovos
2019	A*	`conf`	Bit-Tactical: A Software/Hardware Approach to Exploiting Value and Bit Sparsity in Neural Networks. ASPLOS Alberto Delmas Lascorz, Patrick Judd, Dylan Malone Stuart, Zissis Poulos, Mostafa Mahmoud, Sayeh Sharify, Milos Nikolic, Kevin Siu, Andreas Moshovos
2019	B	`conf`	Characterizing Sources of Ineffectual Computations in Deep Learning Networks. ISPASS Milos Nikolic, Mostafa Mahmoud, Andreas Moshovos, Yiren Zhao, Robert Mullins
2019	A*	`conf`	Laconic deep learning inference acceleration. ISCA Sayeh Sharify, Alberto Delmas Lascorz, Mostafa Mahmoud, Milos Nikolic, Kevin Siu, Dylan Malone Stuart, Zissis Poulos, Andreas Moshovos
2019	A*	`conf`	ShapeShifter: Enabling Fine-Grain Data Width Adaptation in Deep Learning. MICRO Alberto Delmas Lascorz, Sayeh Sharify, Isak Edo Vivancos, Dylan Malone Stuart, Omar Mohamed Awad, Patrick Judd, Mostafa Mahmoud, Milos Nikolic, Kevin Siu, Zissis Poulos, Andreas Moshovos
2018	J	`jnl`	Bit-Tactical: Exploiting Ineffectual Computations in Convolutional Neural Networks: Which, Why, and How. CoRR Alberto Delmas, Patrick Judd, Dylan Malone Stuart, Zissis Poulos, Mostafa Mahmoud, Sayeh Sharify, Milos Nikolic, Andreas Moshovos
2018	—	`conf`	Characterizing Sources of Ineffectual Computations in Deep Learning Networks. IISWC Milos Nikolic, Mostafa Mahmoud, Andreas Moshovos
2018	J	`jnl`	DPRed: Making Typical Activation Values Matter In Deep Learning Computing. CoRR Alberto Delmas, Sayeh Sharify, Patrick Judd, Milos Nikolic, Andreas Moshovos
2018	—	`conf`	Identifying and Exploiting Ineffectual Computations to Enable Hardware Acceleration of Deep Learning. NEWCAS Andreas Moshovos, Jorge Albericio, Patrick Judd, Alberto Delmas, Sayeh Sharify, Mostafa Mahmoud, Tayler H. Hetherington, Milos Nikolic, Dylan Malone Stuart, Kevin Siu, Zissis Poulos, Tor M. Aamodt, Natalie D. Enright Jerger
2018	J	`jnl`	Laconic Deep Learning Computing. CoRR Sayeh Sharify, Mostafa Mahmoud, Alberto Delmas Lascorz, Milos Nikolic, Andreas Moshovos