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20122026
most citedA Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges

2.7k citations · 4k across the 84 of their papers we have counts for

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cs.CL2025

Synthetic Dialogue Generation for Interactive Conversational Elicitation & Recommendation (ICER)

Moonkyung Ryu, Chih-Wei Hsu, Yinlam Chow +2

While language models (LMs) offer great potential for conversational recommender systems (CRSs), the paucity of public CRS data makes fine-tuning LMs for CRSs challenging. In respo…

cs.LG2025

Ordering-based Conditions for Global Convergence of Policy Gradient Methods

Jincheng Mei, Bo Dai, Alekh Agarwal +3

We prove that, for finite-arm bandits with linear function approximation, the global convergence of policy gradient (PG) methods depends on inter-related properties between the pol…