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Academic

Academic · 1 min

MAPLE: Metadata Augmented Private Language Evolution

arXiv:2603.19258v1 Announce Type: cross Abstract: While differentially private (DP) fine-tuning of large language models (LLMs) is a powerful tool, it is often computationally prohibitive or …

Eli Chien, Yuzheng Hu, Ryan McKenna, Shanshan Wu, Zheng Xu, Peter Kairouz
33 views
Academic · 1 min

DuCCAE: A Hybrid Engine for Immersive Conversation via Collaboration, Augmentation, and Evolution

arXiv:2603.19248v1 Announce Type: cross Abstract: Immersive conversational systems in production face a persistent trade-off between responsiveness and long-horizon task capability. Real-time interaction is achievable for …

Xin Shen, Zhishu Jiang, Jiaye Yang, Haibo Liu, Yichen Wan, Jiarui Zhang, Tingzhi Dai, Luodong Xu, Shuchen Wu, Guanqiang QI, Chenxi Miao, Jiahui Liang, Yang Li, Weikang Li, Deguo Xia, Jizhou Huang
6 views
Academic · 1 min

Learning Dynamic Belief Graphs for Theory-of-mind Reasoning

arXiv:2603.20170v1 Announce Type: new Abstract: Theory of Mind (ToM) reasoning with Large Language Models (LLMs) requires inferring how people's implicit, evolving beliefs shape what they …

Ruxiao Chen, Xilei Zhao, Thomas J. Cova, Frank A. Drews, Susu Xu
8 views
Academic · 1 min

Pitfalls in Evaluating Interpretability Agents

arXiv:2603.20101v1 Announce Type: new Abstract: Automated interpretability systems aim to reduce the need for human labor and scale analysis to increasingly large models and diverse …

Tal Haklay, Nikhil Prakash, Sana Pandey, Antonio Torralba, Aaron Mueller, Jacob Andreas, Tamar Rott Shaham, Yonatan Belinkov
10 views