Yujie Luo
Yujie Luo has 3 papers in our library, in 2025–2026, most of them on Knowledge graphs & ontologies, Efficient models & compression; often with Huajun Chen, Lun Du, Ningyu Zhang.
OpenAlex · ORCID · h-index 12 · 43 works · 373 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 47 times in our library · ⭐ Paper Stars ranking: #7747
Affiliations
Fields, topics and concepts
📚 Shelves 8The field of science this work belongs to (OpenAlex fields).Computer Science · 3 worksArts and Humanities · 2 worksArtificial Intelligence · 3 worksLanguage and Linguistics · 2 worksComputer Vision and Pattern Recognition · 1 workDecision Sciences · 1 workInformation Systems · 1 workInformation Systems and Management · 1 work
🧭 Topics 2Research subjects and languages the work is about.Efficient models & compression · 1 workKnowledge graphs & ontologies · 1 work
Works by year
2020s
Papers
- LightThinker: Thinking Step-by-Step Compression (2025 · 50 citations)
Slow, o1-style reasoning makes LLMs produce very long token sequences. Because attention cost grows quadratically and the KV Cache grows linearly with context, these outputs are expensive in memory and time. LightThinker addresses this by teaching a model to condense each intermediate reasoning step as it goes. After… - Can We Predict Before Executing Machine Learning Agents? (2026 · 2 citations)
ML agents usually improve their code through repeated generate-execute-feedback cycles. Every candidate has to be trained and run, so a single MLE-Bench run can take many hours. The authors ask whether an LLM can act as an implicit world model and judge which solution will perform better before any code runs. They… - What Makes AI Research Replicable? Executable Knowledge Graphs as Scientific Knowledge Representations (2026)
LLM agents that try to reproduce AI papers often fail to produce working code. Papers leave out implementation specifics, and standard RAG does not recover technical details buried in cited works or the code signals in related repositories. The authors propose Executable Knowledge Graphs (xKG), a plug-in knowledge…
Co-authors here
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL) ×2: ACL 2026 ×2
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2025
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