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Guangyuan Wang

3 accepted papers

2025

Animate Anyone 2: High-Fidelity Character Image Animation with Environment Affordance

ICCV 2025poster

Recent character image animation methods based on diffusion models, such as Animate Anyone, have made significant progress in generating consistent and generalizable character animations. However, these approaches fail to produce reasonable associations between characters and their environments. To…

Cited by 0SourcePDFScholar
2025

Langevin Soft Actor-Critic: Efficient Exploration through Uncertainty-Driven Critic Learning

ICLR 2025poster

Existing actor-critic algorithms, which are popular for continuous control reinforcement learning (RL) tasks, suffer from poor sample efficiency due to lack of principled exploration mechanism within them. Motivated by the success of Thompson sampling for efficient exploration in RL, we propose a no…

2019

Spherical Text Embedding

NeurIPS 2019poster

Unsupervised text embedding has shown great power in a wide range of NLP tasks. While text embeddings are typically learned in the Euclidean space, directional similarity is often more effective in tasks such as word similarity and document clustering, which creates a gap between the training stage…