Nils Lukas
Nils Lukas has 2 papers in our library, in 2026, most of them on Reasoning; often with Juntian Zhang, Kshitij Mishra, Salem Lahlou.
OpenAlex · ORCID · h-index 6 · 37 works · 394 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 101 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #10967
Affiliations
🎓Mohamed bin Zayed University of Artificial IntelligenceAbu Dhabi ·
United Arab Emirates2024–2026 · 5 papers🎓Fudan UniversityShanghai ·
China2026 · 3 papers🎓Harvard UniversityCambridge ·
United States2026 · 3 papers🎓Renmin University of ChinaBeijing ·
China2026 · 3 papers🎓Massachusetts Institute of TechnologyCambridge ·
United States2026 · 1 paper🎓Michigan State UniversityEast Lansing ·
United States2026 · 1 paper🎓University of WaterlooWaterloo ·
Canada2019–2023 · 13 papers
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksComputer Vision and Pattern Recognition · 1 workArtificial Intelligence · 1 workArts and Humanities · 1 workLanguage and Linguistics · 1 work
🧭 Topics 1Research subjects and languages the work is about.Reasoning · 2 works
Works by year
2020s
Papers
- Forest Before Trees: Latent Superposition for Efficient Visual Reasoning (2026 · 3 citations)
Chain-of-Thought helps vision-language models reason step by step. However, spelling out rationales as discrete text loses much of the continuous visual signal. Existing latent-reasoning methods avoid text but still train each hidden state to predict one exact next token, which pushes the model to commit to specific… - SD-E2: Semantic Exploration for Reasoning Under Token Budgets (2026)
Small language models have a hard time with multi-step reasoning when token budgets are tight. They need to try different solution approaches, but sampling many traces is costly. Standard RL rewards such as GRPO also cannot tell a new strategy apart from a reworded old one. The authors propose SD-E2, an RL framework…
All works
- Analyzing Leakage of Personally Identifiable Information in Language Models ↗arXiv:2302.00539 · no summary yetNils Lukas et al.2023 · 252 citations
- Forest Before Trees: Latent Superposition for Efficient Visual ReasoningAnnual Meeting of the Association for Computational Linguistics (ACL)Yubo Wang, Juntian Zhang, Yichen Wu, et al.2026 · 3 citations
- SD-E2: Semantic Exploration for Reasoning Under Token BudgetsFindings of the Association for Computational LinguisticsKshitij Mishra, Nils Lukas, Salem Lahlou2026
Co-authors here
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2026
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
Cited by
Updated
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