Causal Video & Interactive World Models
Diagnosing and reducing the representation drift that compounds across long autoregressive rollouts.
Research & projects
Work shaped around
the hard part.
From long-horizon drift to low-step integration and irregular observations, each project starts with the system failure that matters.
GenODE / GICO
Learning context-conditioned integration clocks for frozen generative ODE and flow-matching backbones.
Latent Laplace Diffusion
Parallel generative forecasting over irregular timestamps using stable latent trajectories.
Evidence-Constrained Audit Agents
Building traceable agent foundations for restricted-domain financial and corporate-filing analysis.
LoBiFlow
History-conditioned flow matching for generating level-2 limit order books.
TPE-AS
Adaptive Bayesian optimization for expensive, noisy portfolio-model tuning.
Diffusion-to-Flow Schedule Transfer
A source-first toolkit for transferring and evaluating fixed diffusion schedules in normalized flow time.
C3E — GNN Capacity Estimation
Estimating hidden width and propagation depth from a channel-capacity view of graph representation learning.
DGDNN
Decoupled graph diffusion for multi-stock movement prediction.
MGDPR
Multi-relational graph diffusion with parallel retention for stock-trend classification.