Igor Sokolov - RankMe

14 papers A* 4Journal 10

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Bernoulli-LoRA: A Theoretical Framework for Randomized Low-Rank Adaptation. CoRR Igor Sokolov, Abdurakhmon Sadiev, Yury Demidovich, Fawaz S. Al-Qahtani, Peter Richtárik
2025	J	`jnl`	EF21 with Bells & Whistles: Six Algorithmic Extensions of Modern Error Feedback. J. Mach. Learn. Res. Ilyas Fatkhullin, Igor Sokolov, Eduard Gorbunov, Zhize Li, Peter Richtárik
2025	J	`jnl`	Improved Convergence in Parameter-Agnostic Error Feedback through Momentum. CoRR Abdurakhmon Sadiev, Yury Demidovich, Igor Sokolov, Grigory Malinovsky, Sarit Khirirat, Peter Richtárik
2024	J	`jnl`	Cohort Squeeze: Beyond a Single Communication Round per Cohort in Cross-Device Federated Learning. CoRR Kai Yi, Timur Kharisov, Igor Sokolov, Peter Richtárik
2024	A*	`conf`	Don't Compress Gradients in Random Reshuffling: Compress Gradient Differences. NeurIPS Abdurakhmon Sadiev, Grigory Malinovsky, Eduard Gorbunov, Igor Sokolov, Ahmed Khaled, Konstantin Burlachenko, Peter Richtárik
2024	J	`jnl`	MARINA-P: Superior Performance in Non-smooth Federated Optimization with Adaptive Stepsizes. CoRR Igor Sokolov, Peter Richtárik
2023	A*	`conf`	A Guide Through the Zoo of Biased SGD. NeurIPS Yury Demidovich, Grigory Malinovsky, Igor Sokolov, Peter Richtárik
2023	J	`jnl`	A Guide Through the Zoo of Biased SGD. CoRR Yury Demidovich, Grigory Malinovsky, Igor Sokolov, Peter Richtárik
2022	A*	`conf`	3PC: Three Point Compressors for Communication-Efficient Distributed Training and a Better Theory for Lazy Aggregation. ICML Peter Richtárik, Igor Sokolov, Elnur Gasanov, Ilyas Fatkhullin, Zhize Li, Eduard Gorbunov
2022	J	`jnl`	3PC: Three Point Compressors for Communication-Efficient Distributed Training and a Better Theory for Lazy Aggregation. CoRR Peter Richtárik, Igor Sokolov, Ilyas Fatkhullin, Elnur Gasanov, Zhize Li, Eduard Gorbunov
2022	J	`jnl`	Federated Optimization Algorithms with Random Reshuffling and Gradient Compression. CoRR Abdurakhmon Sadiev, Grigory Malinovsky, Eduard Gorbunov, Igor Sokolov, Ahmed Khaled, Konstantin Burlachenko, Peter Richtárik
2021	J	`jnl`	EF21 with Bells & Whistles: Practical Algorithmic Extensions of Modern Error Feedback. CoRR Ilyas Fatkhullin, Igor Sokolov, Eduard Gorbunov, Zhize Li, Peter Richtárik
2021	A*	`conf`	EF21: A New, Simpler, Theoretically Better, and Practically Faster Error Feedback. NeurIPS Peter Richtárik, Igor Sokolov, Ilyas Fatkhullin
2021	J	`jnl`	EF21: A New, Simpler, Theoretically Better, and Practically Faster Error Feedback. CoRR Peter Richtárik, Igor Sokolov, Ilyas Fatkhullin