Concurrency-aware compiler optimizations for hardware description languages. - Kalyan Saladi; Harikumar Somakumar; Mahadevan Ganapathi (ACM Trans. Design Autom. Electr. Syst., 2012)

Llama 2: Open Foundation and Fine-Tuned Chat Models. - Hugo Touvron; Louis Martin; Kevin Stone; Peter Albert; Amjad Almahairi; Yasmine Babaei; Nikolay Bashlykov; Soumya Batra; Prajjwal Bhargava; Shruti Bhosale; Dan Bikel; Lukas Blecher; et al. (CoRR, 2023)

Hardware Scaling Trends and Diminishing Returns in Large-Scale Distributed Training. - Jared Fernandez; Luca Wehrstedt; Leonid Shamis; Mostafa Elhoushi; Kalyan Saladi; Yonatan Bisk; Emma Strubell; Jacob Kahn (CoRR, 2024)

Revisiting Reliability in Large-Scale Machine Learning Research Clusters. - Apostolos Kokolis; Michael Kuchnik; John Hoffman; Adithya Kumar; Parth Malani; Faye Ma; Zachary DeVito; Shubho Sengupta; Kalyan Saladi; Carole-Jean Wu (HPCA, 2025)

Efficient Hardware Scaling and Diminishing Returns in Large-Scale Training of Language Models. - Jared Fernandez; Luca Wehrstedt; Leonid Shamis; Mostafa Elhoushi; Kalyan Saladi; Yonatan Bisk; Emma Strubell; Jacob Kahn (Trans. Mach. Learn. Res., 2025)