Niklas Nolte
Niklas Nolte has 2 papers in our library, in 2022–2024, most of them on Language models & pretraining; often with Beidi Chen, Eric J. Michaud, Leon Bottou.
OpenAlex · ORCID · h-index 52 · 1,197 works · 11,979 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 101 times in our library · ⭐ Paper Stars ranking: #7748
Affiliations
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArtificial Intelligence · 2 worksArts and Humanities · 1 workComputer Vision and Pattern Recognition · 1 workLanguage and Linguistics · 1 work
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 1 work
Works by year
2020s
Papers
- MagicPIG: LSH Sampling for Efficient LLM Generation (2024 · 68 citations)
Serving long-context LLMs is constrained by the KV cache. It consumes GPU memory and makes decoding memory-bound. Many speedups keep only the highest-scoring keys (TopK attention). The authors show this is a biased estimator that breaks down when attention is spread out, as in aggregation tasks like common- or… - Towards Understanding Grokking: An Effective Theory of Representation Learning (2022 · 65 citations)
Grokking is the behavior where a neural network fits its training data early but only begins to generalize much later.
Co-authors here
- Beidi Chen
- Eric J. Michaud
- Leon Bottou
- Matthijs Douze
- Max Tegmark
- Yang Zhou
- Yuandong Tian
- Zhihao Jia
- Zhuoming Chen
- Zihao Ye
- Ziming Liu
Venues
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