Xiaofei Ma
22 papers · 2019–2025 · 7 venues · across top CS/AI venues
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Research topics
Machine Learning
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Deep Learning
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Natural Language Processing
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Artificial Intelligence
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Core AI
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Learning Types Β· Deep Learning
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Keywords
contrastive learning
(6)
code generation
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large language model
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text generation
(3)
question answering
(3)
self-supervised learning
(2)
transfer learning
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semantic similarity
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representation learning
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foundation model
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data augmentation
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curriculum learning
(1)
zero-shot learning
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code completion
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text classification
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domain adaptation
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catastrophic forgetting
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few-shot learning
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continual learning
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natural language inference
(1)
Papers
LibEvolutionEval: A Benchmark and Study for Version-Specific Code Generation
NAACL 2025
BASS: Batched Attention-optimized Speculative Sampling
ACL 2024
CodeFort: Robust Training for Code Generation Models
EMNLP 2024
CODE REPRESENTATION LEARNING AT SCALE
ICLR 2024
LeDex: Training LLMs to Better Self-Debug and Explain Code
NeurIPS 2024
Lightweight reranking for language model generations
ACL 2024
Repoformer: Selective Retrieval for Repository-Level Code Completion
ICML 2024
ContraCLM: Contrastive Learning For Causal Language Model
ACL 2023
Efficient Shapley Values Estimation by Amortization for Text Classification
ACL 2023
Exploring Continual Learning for Code Generation Models
ACL 2023
Multitask Pretraining with Structured Knowledge for Text-to-SQL Generation
ACL 2023
STREET: A MULTI-TASK STRUCTURED REASONING AND EXPLANATION BENCHMARK
ICLR 2023
SWING: Balancing Coverage and Faithfulness for Dialogue Summarization
EACL 2023
Debiasing Neural Retrieval via In-batch Balancing Regularization
NAACL 2022
Entailment Tree Explanations via Iterative Retrieval-Generation Reasoner
NAACL 2022
Learning Dialogue Representations from Consecutive Utterances
NAACL 2022
Virtual Augmentation Supported Contrastive Learning of Sentence Representations
ACL 2022
Contrastive Document Representation Learning with Graph Attention Networks
EMNLP 2021
Contrastive Fine-tuning Improves Robustness for Neural Rankers
ACL 2021
Beyond [CLS] through Ranking by Generation
EMNLP 2020
Domain Adaptation with BERT-based Domain Classification and Data Selection
EMNLP 2019
Multi-passage BERT: A Globally Normalized BERT Model for Open-domain Question Answering
EMNLP 2019