Runchuan Zhu
6 papers · 2025–2025 · 4 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Silver
🗺️
Taxonomy Completionist
(18)
⭐
Rising Star
(6)
⚡
Prolific Year · Productive
Top co-authors
Research topics
Artificial Intelligence
(5)
Machine Learning
(4)
Natural Language Processing
(4)
Core AI
(4)
Resources & Methods
(4)
Deep Learning
(3)
Learning Types · Machine Learning
(3)
Learning Types · Deep Learning
(3)
Learning Paradigms
(2)
Optimization & Theory
(2)
Healthcare & Medicine
(1)
Application Areas
(1)
Clinical
(1)
Keywords
large language model
(4)
instruction tuning
(3)
retrieval-augmented generation
(2)
hallucination mitigation
(2)
hallucination reduction
(1)
task adaptation
(1)
workflow optimization
(1)
knowledge conflict
(1)
knowledge adherence
(1)
parameter decoupling
(1)
knowledge robustness
(1)
knowledge selection
(1)
robustness optimization
(1)
gradient-driven training
(1)
healthcare domain
(1)
knowledge-aware preference optimization
(1)
refusal capability
(1)
knowledge state
(1)
refusal learning
(1)
refusal-aware training
(1)
Papers
3DS: Medical Domain Adaptation of LLMs via Decomposed Difficulty-based Data Selection
EMNLP 2025
AdaptFlow: Adaptive Workflow Optimization via Meta-Learning
EMNLP 2025
GRAIT: Gradient-Driven Refusal-Aware Instruction Tuning for Effective Hallucination Mitigation
NAACL 2025
KnowPO: Knowledge-Aware Preference Optimization for Controllable Knowledge Selection in Retrieval-Augmented Language Models
AAAI 2025
Parenting: Optimizing Knowledge Selection of Retrieval-Augmented Language Models with Parameter Decoupling and Tailored Tuning
ACL 2025
Utilize the Flow Before Stepping into the Same River Twice: Certainty Represented Knowledge Flow for Refusal-Aware Instruction Tuning
AAAI 2025