Dugang Liu
Dugang Liu has 2 papers in our library, in 2026, most of them on Language models & pretraining, Reasoning; often with Bin Yu, Erxue Min, Xu Chen.
OpenAlex · ORCID · Wikidata · h-index 13 · 78 works · 682 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 8 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #10544
Affiliations
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksLanguage and Linguistics · 2 worksInformation Systems · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 2 worksReasoning · 1 work
Works by year
2020s
Papers
- Formally Specifying the Intended Behavior of the Program: LLM-Driven Neuro-Symbolic Program Specification Synthesis (2026 · 5 citations)
Deductive verification can prove that C code meets its requirements, but only after someone writes formal annotations such as contracts and loop invariants. - Learning from Cognition: Enhancing RL Efficiency for LLM Reasoning via Hierarchical Metacognitive Decomposition and Refinement (2026)
Zero-RL training with verifiable rewards wastes much of its compute on weaker base LLMs. With a fixed prompt template, many problems yield no correct rollout, so accuracy-based filtering discards them. Cog-Rethinker tackles this by adding two cognition-inspired rollout stages on top of a DAPO-style pipeline. Problems…
All works
- A General Knowledge Distillation Framework for Counterfactual Recommendation via Uniform Data ↗International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) · no summary yetDugang Liu et al.2020 · 194 citations
- Formally Specifying the Intended Behavior of the Program: LLM-Driven Neuro-Symbolic Program Specification SynthesisAnnual Meeting of the Association for Computational Linguistics (ACL)Cheng Wen, Hu Junjie, YiKun Hu, et al.2026 · 5 citations
Co-authors here
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL) ×2: ACL 2026 ×2
- International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR)
Cited by
Updated
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