Domain Specific Architecture

Performance Characterization and Optimization of LLM Inference on Tenstorrent AI Accelerators

Sparse matrix-vector multiplication (SpMV) is a fundamental operation across diverse domains, including scientific computing, machine …

Jangho Lim, Dongin Shin, Uichan Kim, Jinhyeok Choi, Kyungmin Kim, Snagwon Shin, Snagwoo Park, Gunjae Koo, Taeweon Suh

Performance Characterization and Optimization of LLM Inference on Tenstorrent AI Accelerators

Three Birds, One Stone: Fast, Accurate-aware and Cost-Efficient Accelerator for Ternary LLM

Sparse matrix-vector multiplication (SpMV) is a fundamental operation across diverse domains, including scientific computing, machine …

Wonseok Jung, Junseok Kang, Sangwon Shin, Hongjun Um, Jangho Lim, Gunjae Koo, Yongjun Park, Sangwoo Park, Taeweon Suh

Three Birds, One Stone: Fast, Accurate-aware and Cost-Efficient Accelerator for Ternary LLM

SumcheckPIM: An Efficient HBM-Based PIM Architecture for Linear Complexity Zero Knowledge Proofs

Sparse matrix-vector multiplication (SpMV) is a fundamental operation across diverse domains, including scientific computing, machine …

Sunchae Kim, Taewoon Kang, Sangwon Shin, Taeweon Suh, Yibin Yang, Gunjae Koo

SumcheckPIM: An Efficient HBM-Based PIM Architecture for Linear Complexity Zero Knowledge Proofs

SparsePIM: An Efficient HBM-Based PIM Architecture for Sparse Matrix-Vector Multiplications

Sparse matrix-vector multiplication (SpMV) is a fundamental operation across diverse domains, including scientific computing, machine …

Taewoon Kang, Geonwoo Choi, Taeweon Suh, Gunjae Koo

SparsePIM: An Efficient HBM-Based PIM Architecture for Sparse Matrix-Vector Multiplications