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Lennart Purucker

2 accepted papers

2025

TabArena: A Living Benchmark for Machine Learning on Tabular Data

NeurIPS 2025spotlight

With the growing popularity of deep learning and foundation models for tabular data, the need for standardized and reliable benchmarks is higher than ever. However, current benchmarks are static. Their design is not updated even if flaws are discovered, model versions are updated, or new models are…

Cited by 0SourceScholar
2024

HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models

NeurIPS 2024poster

The increasing size of language models necessitates a thorough analysis across multiple dimensions to assess trade-offs among crucial hardware metrics such as latency, energy consumption, GPU memory usage, and performance. Identifying optimal model configurations under specific hardware constraints…

Cited by 1SourcePDFScholar