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Shenglin Yin

6 accepted papers

2025

Ambiguity Awareness Optimization: Towards Semantic Disambiguation for Direct Preference Optimization

EMNLP 2025

Direct Preference Optimization (DPO) is a widely used reinforcement learning from human feedback (RLHF) method across various domains. The study of token importance has attracted widespread attention in DPO. Researchers have found that token importance is crucial for improving the effectiveness of D

2025

MMGDreamer: Mixed-Modality Graph for Geometry-Controllable 3D Indoor Scene Generation

AAAI 2025technical

Controllable 3D scene generation has extensive applications in virtual reality and interior design, where the generated scenes should exhibit high levels of realism and controllability in terms of geometry. Scene graphs provide a suitable data representation that facilitates these applications. Howe…

2025

M^3EL: A Multi-task Multi-topic Dataset for Multi-modal Entity Linking

AAAI 2025technical

Multi-modal Entity Linking (MEL) is a fundamental component for various downstream tasks. However, existing MEL datasets suffer from small scale, scarcity of topic types and limited coverage of tasks, making them incapable of effectively enhancing the entity linking capabilities of multi-modal model…

2024

Adversarial Distillation Based on Slack Matching and Attribution Region Alignment

CVPR 2024poster

Adversarial distillation (AD) is a highly effective method for enhancing the robustness of small models. Contrary to expectations a high-performing teacher model does not always result in a more robust student model. This is due to two main reasons. First when there are significant differences in pr…

2023

AGAIN: Adversarial Training With Attribution Span Enlargement and Hybrid Feature Fusion

CVPR 2023poster

The deep neural networks (DNNs) trained by adversarial training (AT) usually suffered from significant robust generalization gap, i.e., DNNs achieve high training robustness but low test robustness. In this paper, we propose a generic method to boost the robust generalization of AT methods from the…

2021

Water Surface Stability Prediction of Amphibious Bio-Inspired Undulatory Fin Robot

IROS 2021poster

To solve the interference problems of wind and wave action and load movement when switching under water surface conditions in the marine environment, a study on the water surface stability prediction of the bio-inspired undulatory fin robot is carried out. Based on the fin motion equation and fluid…

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