2 papers
cs.LG2025
Scalable Energy-Based Models via Adversarial Training: Unifying Discrimination and Generation
Xuwang Yin, Claire Zhang, Julie Steele +2
Simultaneously achieving robust classification and high-fidelity generative modeling within a single framework presents a significant challenge. Hybrid approaches, such as Joint En…
cs.CL2023
Learning Globally Optimized Language Structure via Adversarial Training
Xuwang Yin
Recent work has explored integrating autoregressive language models with energy-based models (EBMs) to enhance text generation capabilities. However, learning effective EBMs for te…