Nicolas Le Roux
Nicolas Le Roux has 2 papers in our library, in 2023–2024, most of them on Language models & pretraining, Reasoning; often with Alessandro Sordoni, Aaron Courville, Adam Trischler.
OpenAlex · ORCID · h-index 24 · 84 works · 5,973 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 80 times in our library · ⭐ Paper Stars ranking: #8217
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 works
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 2 worksReasoning · 1 work
Works by year
2020s
Papers
- VinePPO: Refining Credit Assignment in RL Training of LLMs (2024 · 63 citations)
When large language models are trained with reinforcement learning on multi-step reasoning, the reward arrives only at the end. - Joint Prompt Optimization of Stacked LLMs using Variational Inference (2023 · 23 citations)
The paper treats an instruction-following LLM as a stochastic "language layer." The layer maps a text input to a distribution over text outputs, and its trainable parameters are natural-language prompts rather than weights.
Co-authors here
- Alessandro Sordoni ×2
- Aaron Courville
- Adam Trischler
- Amirhossein Kazemnejad
- Arian Hosseini
- Marc-Alexandre Cote
- Siva Reddy
- Xingdi Yuan
- Ziang Xiao
Venues
Cited by
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