Houxing Ren
16 papers · 2022–2026 · 6 venues · across top CS/AI venues
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mathematical reasoning
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large language model
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code generation
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knowledge distillation
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self-supervised learning
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direct preference optimization
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curriculum learning
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multilingual retrieval
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text generation
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information retrieval
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multimodal learning
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multilingual nlp
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visual reasoning
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vision-language alignment
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Papers
From Solver to Tutor: Evaluating the Pedagogical Intelligence of LLMs with KMP-Bench
AAAI 2026
MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning
ACL 2026
Mind Reader: Latent User Demand-Guided Content Optimization for Generative Search Engine
ACL 2026
Towards Robust Real-World Spreadsheet Understanding with Multi-Agent Multi-Format Reasoning
ACL 2026
Alignment with Fill-In-the-Middle for Enhancing Code Generation
EMNLP 2025
MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code
ICLR 2025
MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning
ACL 2025
Probability-Consistent Preference Optimization for Enhanced LLM Reasoning
ACL 2025
ReflectionCoder: Learning from Reflection Sequence for Enhanced One-off Code Generation
ACL 2025
Empowering Character-level Text Infilling by Eliminating Sub-Tokens
ACL 2024
MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning
ICLR 2024
MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs
ACL 2024
Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset
NeurIPS 2024
Empowering Dual-Encoder with Query Generator for Cross-Lingual Dense Retrieval
EMNLP 2022
Lexicon-Enhanced Self-Supervised Training for Multilingual Dense Retrieval
EMNLP 2022
Unsupervised Context Aware Sentence Representation Pretraining for Multi-lingual Dense Retrieval
IJCAI 2022