Active Learning

[NeurIPS25] Heterogeneous Adversarial Play in Interactive Environments
Self-play constitutes a fundamental paradigm for autonomous skill acquisition, whereby agents iteratively enhance their capabilities …
Manjie Xu, Xinyi Yang, Jiayu Zhan, Wei Liang, Chi Zhang, Yixin Zhu
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[NeurIPS25] Heterogeneous Adversarial Play in Interactive Environments
[NeurIPS23] Active Reasoning in an Open-World Environment
Recent advances in vision-language learning have achieved notable success on complete-information question-answering datasets through …
Manjie Xu, Guangyuan Jiang, Wei Liang, Chi Zhang, Yixin Zhu
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[NeurIPS23] Active Reasoning in an Open-World Environment
[NeurIPS23] Interactive Visual Reasoning under Uncertainty
One of the fundamental cognitive abilities of humans is to quickly resolve uncertainty by generating hypotheses and testing them via …
Manjie Xu, Guangyuan Jiang, Wei Liang, Chi Zhang, Yixin Zhu
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[NeurIPS23] Interactive Visual Reasoning under Uncertainty