Independence Constrained Disentangled Representation Learning from Epistemological Perspective. - Ruoyu Wang 038; Lina Yao 001 (ICONIP (1), 2024)

Multi-agent Traffic Prediction via Denoised Endpoint Distribution. - Yao Liu 017; Ruoyu Wang 038; Yuanjiang Cao; Quan Z. Sheng; Lina Yao 001 (IROS, 2024)

Regularized Multi-LLMs Collaboration for Enhanced Score-Based Causal Discovery. - Xiaoxuan Li 003; Yao Liu 017; Ruoyu Wang 038; Lina Yao 001 (WISE (4), 2024)

Deconfounded Causality-Aware Parameter-Efficient Fine-Tuning for Problem-Solving Improvement of LLMs. - Ruoyu Wang 038; Xiaoxuan Li 003; Lina Yao 001 (WISE (4), 2024)

Causality-Aware Transformer Networks for Robotic Navigation. - Ruoyu Wang 038; Yao Liu 017; Yuanjiang Cao; Lina Yao 001 (CoRR, 2024)

OCEAN: Offline Chain-of-thought Evaluation and Alignment in Large Language Models. - Junda Wu; Xintong Li 001; Ruoyu Wang 038; Yu Xia 007; Yuxin Xiong; Jianing Wang 002; Tong Yu 001; Xiang Chen; Branislav Kveton; Lina Yao 001; Jingbo Shang; Julian J. McAuley (ICLR, 2025)

Mitigating Visual Knowledge Forgetting in MLLM Instruction-tuning via Modality-decoupled Gradient Descent. - Junda Wu; Yuxin Xiong; Xintong Li 001; Yu Xia 007; Ruoyu Wang 038; Yu Wang 160; Tong Yu 001; Sungchul Kim; Ryan A. Rossi; Lina Yao 001; Jingbo Shang; Julian J. McAuley (CoRR, 2025)

Efficient and Generalizable Environmental Understanding for Visual Navigation. - Ruoyu Wang 038; Xinshu Li; Chen Wang 008; Lina Yao 001 (CoRR, 2025)

Weakly-supervised VLM-guided Partial Contrastive Learning for Visual Language Navigation. - Ruoyu Wang 038; Tong Yu 001; Junda Wu; Yao Liu 017; Julian J. McAuley; Lina Yao 001 (CoRR, 2025)

Causality-aligned Prompt Learning via Diffusion-based Counterfactual Generation. - Xinshu Li; Ruoyu Wang 038; Erdun Gao; Mingming Gong; Lina Yao 001 (CoRR, 2025)

DICE: Dynamic In-Context Example Selection in LLM Agents via Efficient Knowledge Transfer. - Ruoyu Wang 038; Junda Wu; Yu Xia 007; Tong Yu 001; Ryan A. Rossi; Julian J. McAuley; Lina Yao 001 (CoRR, 2025)