A Smooth Transition Between Induction and Deduction: Fast Abductive Learning Based on Probabilistic Symbol Perception

Authors: Jia, Lin-Han, Han, Si-Yu, Guo, Lan-Zhe, Zhou, Zhi, Li, Zhao-Long, Li, Yu-Feng, Zhou, Zhi-Hua

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2502.12919

LawGPT: Knowledge-Guided Data Generation and Its Application to Legal LLM

Authors: Zhou, Zhi, Yu, Kun-Yang, Tian, Shi-Yu, Yang, Xiao-Wen, Shi, Jiang-Xin, Song, Pengxiao, Jin, Yi-Xuan, Guo, Lan-Zhe, Li, Yu-Feng

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2502.06572

Step Back to Leap Forward: Self-Backtracking for Boosting Reasoning of Language Models

Authors: Yang, Xiao-Wen, Zhu, Xuan-Yi, Wei, Wen-Da, Zhang, Ding-Chu, Shao, Jie-Jing, Zhou, Zhi, Guo, Lan-Zhe, Li, Yu-Feng

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2502.04404

Bridging Internal Probability and Self-Consistency for Effective and Efficient LLM Reasoning

Authors: Zhou, Zhi, Yuhao, Tan, Li, Zenan, Yao, Yuan, Guo, Lan-Zhe, Ma, Xiaoxing, Li, Yu-Feng

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2502.00511

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment

Authors: Lv, Song-Lin, Chen, Yu-Yang, Zhou, Zhi, Li, Yu-Feng, Guo, Lan-Zhe

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2501.19060

TabFSBench: Tabular Benchmark for Feature Shifts in Open Environment

Authors: Cheng, Zi-Jian, Jia, Zi-Yi, Zhou, Zhi, Li, Yu-Feng, Guo, Lan-Zhe

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2501.18935

Pre-Trained Vision-Language Model Selection and Reuse for Downstream Tasks

Authors: Tan, Hao-Zhe, Zhou, Zhi, Guo, Lan-Zhe, Li, Yu-Feng

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2501.18271

Robust Semi-Supervised Learning in Open Environments

Authors: Guo, Lan-Zhe, Jia, Lin-Han, Shao, Jie-Jing, Li, Yu-Feng

Source: Frontiers of Computer Science, 2025:19(8)

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2412.18256

ChinaTravel: A Real-World Benchmark for Language Agents in Chinese Travel Planning

Authors: Shao, Jie-Jing, Yang, Xiao-Wen, Zhang, Bo-Wen, Chen, Baizhi, Wei, Wen-Da, Cai, Guohao, Dong, Zhenhua, Guo, Lan-Zhe, Li, Yu-feng

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2412.13682

You Only Submit One Image to Find the Most Suitable Generative Model

Authors: Zhou, Zhi, Guo, Lan-Zhe, Song, Peng-Xiao, Li, Yu-Feng

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2412.12232

Fully Test-time Adaptation for Tabular Data

Authors: Zhou, Zhi, Yu, Kun-Yang, Guo, Lan-Zhe, Li, Yu-Feng

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2412.10871

New calculation of the geo-neutrino energy spectrum and its implication

Authors: Li, Yu-Feng, Xin, Zhao

Subject Terms: High Energy Physics - Phenomenology, Nuclear Experiment, Physics - Geophysics

Access URL: http://arxiv.org/abs/2412.07711

Neuro-Symbolic Data Generation for Math Reasoning

Authors: Li, Zenan, Zhou, Zhi, Yao, Yuan, Li, Yu-Feng, Cao, Chun, Yang, Fan, Zhang, Xian, Ma, Xiaoxing

Subject Terms: Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2412.04857

Quantifying Imaginarity in Neutrino Systems

Authors: Alok, Ashutosh Kumar, Chall, Trambak Jyoti, Chundawat, Neetu Raj Singh, Li, Yu-Feng

Subject Terms: High Energy Physics - Phenomenology, Quantum Physics

Access URL: http://arxiv.org/abs/2412.01871

Learning for Long-Horizon Planning via Neuro-Symbolic Abductive Imitation

Authors: Shao, Jie-Jing, Hao, Hao-Ran, Yang, Xiao-Wen, Li, Yu-Feng

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2411.18201

Neutrino Electromagnetic Properties

Authors: Giunti, Carlo, Kouzakov, Konstantin, Li, Yu-Feng, Studenikin, Alexander

Subject Terms: High Energy Physics - Phenomenology, Astrophysics - Cosmology and Nongalactic Astrophysics, High Energy Physics - Experiment

Access URL: http://arxiv.org/abs/2411.03122

Retrieval-Augmented Personalization for Multimodal Large Language Models

Authors: Hao, Haoran, Han, Jiaming, Li, Changsheng, Li, Yu-Feng, Yue, Xiangyu

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Computation and Language, Computer Science - Machine Learning, Computer Science - Multimedia

Access URL: http://arxiv.org/abs/2410.13360

Vision-Language Models are Strong Noisy Label Detectors

Authors: Wei, Tong, Li, Hao-Tian, Li, Chun-Shu, Shi, Jiang-Xin, Li, Yu-Feng, Zhang, Min-Ling

Subject Terms: Computer Science - Machine Learning, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2409.19696

Enabling Small Models for Zero-Shot Selection and Reuse through Model Label Learning

Authors: Zhang, Jia, Zhou, Zhi, Guo, Lan-Zhe, Li, Yu-Feng

Subject Terms: Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2408.11449

Efficient and Long-Tailed Generalization for Pre-trained Vision-Language Model

Authors: Shi, Jiang-Xin, Zhang, Chi, Wei, Tong, Li, Yu-Feng

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2406.12638