Deep Reinforcement Learning Acceleration for Real-Time Edge Computing Mixed Integer Programming Problems. - Gerasimos Gerogiannis; Michael K. Birbas; Aimilios Leftheriotis; Eleftherios Mylonas; Nikolaos Tzanis; Alexios N. Birbas (IEEE Access, 2022)

SPADE: A Flexible and Scalable Accelerator for SpMM and SDDMM. - Gerasimos Gerogiannis; Serif Yesil; Damitha Lenadora; Dingyuan Cao 002; Charith Mendis; Josep Torrellas (ISCA, 2023)

Characterizing the Scalability of Graph Convolutional Networks on Intel® PIUMA. - Matthew Joseph Adiletta; Jesmin Jahan Tithi; Emmanouil-Ioannis Farsarakis; Gerasimos Gerogiannis; Robert Adolf; Robert Benke; Sidharth Kashyap; Samuel Hsia; Kartik Lakhotia; Fabrizio Petrini; Gu-Yeon Wei; David Brooks 001 (ISPASS, 2023)

Micro-Armed Bandit: Lightweight & Reusable Reinforcement Learning for Microarchitecture Decision-Making. - Gerasimos Gerogiannis; Josep Torrellas (MICRO, 2023)

Input-sensitive dense-sparse primitive compositions for GNN acceleration. - Damitha Lenadora; Vimarsh Sathia; Gerasimos Gerogiannis; Serif Yesil; Josep Torrellas; Charith Mendis (CoRR, 2023)

Two-Face: Combining Collective and One-Sided Communication for Efficient Distributed SpMM. - Charles Block; Gerasimos Gerogiannis; Charith Mendis; Ariful Azad; Josep Torrellas (ASPLOS (2), 2024)

HotTiles: Accelerating SpMM with Heterogeneous Accelerator Architectures. - Gerasimos Gerogiannis; Sriram Aananthakrishnan; Josep Torrellas; Ibrahim Hur (HPCA, 2024)

Distributed-Memory Parallel Algorithms for Sparse Matrix and Sparse Tall-and-Skinny Matrix Multiplication. - Isuru Ranawaka; Md Taufique Hussain; Charles Block; Gerasimos Gerogiannis; Josep Torrellas; Ariful Azad (SC, 2024)

Practical Online Reinforcement Learning for Microprocessors With Micro-Armed Bandit. - Gerasimos Gerogiannis; Josep Torrellas (IEEE Micro, 2024)

MeshSlice: Efficient 2D Tensor Parallelism for Distributed DNN Training. - Hyoungwook Nam; Gerasimos Gerogiannis; Josep Torrellas (ISCA, 2025)

DECA: A Near-Core LLM Decompression Accelerator Supporting Out-of-Order Invocation. - Gerasimos Gerogiannis; Stijn Eyerman; Evangelos Georganas; Wim Heirman; Josep Torrellas (CoRR, 2025)

COGNATE: Acceleration of Sparse Tensor Programs on Emerging Hardware using Transfer Learning. - Chamika Sudusinghe; Gerasimos Gerogiannis; Damitha Lenadora; Charles Block; Josep Torrellas; Charith Mendis (CoRR, 2025)