Minghua Ma
6 papers · 2024–2026 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(20)
Venues
Top co-authors
Research topics
Artificial Intelligence
(5)
Core AI
(4)
Deep Learning
(3)
Machine Learning
(3)
Learning Types · Deep Learning
(3)
Application Areas
(2)
Natural Language Processing
(1)
Reinforcement Learning
(1)
Applications
(1)
Learning Paradigms
(1)
Learning Types · Machine Learning
(1)
Methods
(1)
Optimization & Theory
(1)
Resources & Methods
(1)
Keywords
reinforcement learning
(1)
decision making
(1)
hierarchical planning
(1)
prompt engineering
(1)
chain-of-thought reasoning
(1)
instruction following
(1)
monte carlo tree search
(1)
reward hacking
(1)
vision-language model
(1)
supervised fine-tuning
(1)
task automation
(1)
large vision-language model
(1)
out-of-domain generalization
(1)
model acceleration
(1)
structured pruning
(1)
parameter compression
(1)
loss weighting
(1)
pareto optimal
(1)
agent system
(1)
model compression
(1)
Papers
Learning from Mistakes: Negative Reasoning Samples Enhance Out-of-Domain Generalization
ACL 2026
PARIF: Pushing the Pareto Frontier of Instruction Following and Reasoning with Curriculum Reinforcement Learning
ACL 2026
CFSP: An Efficient Structured Pruning Framework for LLMs with Coarse-to-Fine Activation Information
COLING 2025
EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models
ACL 2025
UFO: A UI-Focused Agent for Windows OS Interaction
NAACL 2025
Everything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation
ACL 2024