Search Results for author: Jia-Hao Xiao

Found 3 papers, 1 papers with code

Counterfactual Reasoning for Multi-Label Image Classification via Patching-Based Training

no code implementations9 Apr 2024 Ming-Kun Xie, Jia-Hao Xiao, Pei Peng, Gang Niu, Masashi Sugiyama, Sheng-Jun Huang

In this paper, we provide a causal inference framework to show that the correlative features caused by the target object and its co-occurring objects can be regarded as a mediator, which has both positive and negative impacts on model predictions.

Causal Inference counterfactual +3

Empowering Language Models with Active Inquiry for Deeper Understanding

no code implementations6 Feb 2024 Jing-Cheng Pang, Heng-Bo Fan, Pengyuan Wang, Jia-Hao Xiao, Nan Tang, Si-Hang Yang, Chengxing Jia, Sheng-Jun Huang, Yang Yu

The rise of large language models (LLMs) has revolutionized the way that we interact with artificial intelligence systems through natural language.

Active Learning Language Modelling +1

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