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Yapeng Meng

4 accepted papers

2026

Mind Dreamer: Untethering Imagination via Active Counterfactual Reasoning on Latent Manifolds

ICML 2026poster

Model-Based Reinforcement Learning (MBRL) leverages latent imagination for sample efficiency, yet remains constrained by **Historical Tethering**: imagination is typically initialized from observed states. This creates a learning asymmetry, where the world model’s manifold discovery outpaces the pol…

Cited by 0SourceScholar
2026

Spatio-Temporal Difference Guided Motion Deblurring with the Complementary Vision Sensor

CVPR 2026

Motion blur arises when rapid scene changes occur during the exposure period, collapsing rich intra-exposure motion into a single RGB frame. Without explicit structural or temporal cues, RGB-only deblurring is highly ill-posed and often fails under extreme motion. Inspired by the human visual system

Cited by 0SourcecodeScholar
2025

Diffusion-Based Extreme High-speed Scenes Reconstruction with the Complementary Vision Sensor

ICCV 2025poster

Recording and reconstructing high-speed scenes poses a significant challenge. While high-speed cameras can capture fine temporal details, their extremely high bandwidth demands make continuous recording unsustainable. Conversely, traditional RGB cameras, typically operating at 30 FPS, rely on frame…

2024

Text-Guided 3D Face Synthesis - From Generation to Editing

CVPR 2024poster

Text-guided 3D face synthesis has achieved remarkable results by leveraging text-to-image (T2I) diffusion models. However most existing works focus solely on the direct generation ignoring the editing restricting them from synthesizing customized 3D faces through iterative adjustments. In this paper…