activity
20122025
most citedExact Soft Confidence-Weighted Learning

113 citations · 335 across the 20 of their papers we have counts for

collaborators

20 papers

cs.CL2025

NTPP: Generative Speech Language Modeling for Dual-Channel Spoken Dialogue via Next-Token-Pair Prediction

Qichao Wang, Ziqiao Meng, Wenqian Cui +6

Inspired by the impressive capabilities of GPT-4o, there is growing interest in enabling speech language models (SLMs) to engage in natural, fluid spoken interactions with humans.…

cs.NE2025

Efficient Parallel Training Methods for Spiking Neural Networks with Constant Time Complexity

Wanjin Feng, Xingyu Gao, Wenqian Du +4

Spiking Neural Networks (SNNs) often suffer from high time complexity due to the sequential processing of spikes, making training computationally expensive. In this pape…

cs.CV2025

Self-Bootstrapping for Versatile Test-Time Adaptation

Shuaicheng Niu, Guohao Chen, Peilin Zhao +3

In this paper, we seek to develop a versatile test-time adaptation (TTA) objective for a variety of tasks - classification and regression across image-, object-, and pixel-level pr…

cs.LG2024

Exploring the Generalization Capabilities of AID-based Bi-level Optimization

Congliang Chen, Li Shen, Zhiqiang Xu +3

Bi-level optimization has achieved considerable success in contemporary machine learning applications, especially for given proper hyperparameters. However, due to the two-level op…

cs.LG2024

Online Parallel Multi-Task Relationship Learning via Alternating Direction Method of Multipliers

Ruiyu Li, Peilin Zhao, Guangxia Li +2

Online multi-task learning (OMTL) enhances streaming data processing by leveraging the inherent relations among multiple tasks. It can be described as an optimization problem in wh…

cs.CR20241 cited

Probing the Safety Response Boundary of Large Language Models via Unsafe Decoding Path Generation

Haoyu Wang, Bingzhe Wu, Yatao Bian +3

Large Language Models (LLMs) are implicit troublemakers. While they provide valuable insights and assist in problem-solving, they can also potentially serve as a resource for malic…