JinHao Liu
3 papers · 2025–2026 · 2 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
Top co-authors
Research topics
Keywords
few-shot learning
(1)
chain-of-thought reasoning
(1)
token efficiency
(1)
prompt optimization
(1)
dynamic reasoning
(1)
large language model
(1)
attention entropy
(1)
multi-solution task
(1)
boundary preservation
(1)
adaptive reward
(1)
text-based gradient optimization
(1)
reasoning overconfidence
(1)
cognitive rigidity
(1)
Papers
Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Significant Gains in Reasoning Efficiency in Large Language Models
AAAI 2026
Beware of Reasoning Overconfidence: Pitfalls in the Reasoning Process for Multi-solution Tasks
AAAI 2026
DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective
EMNLP 2025