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Projects

A collection of research projects.

Featured Projects

Featured
InertialAR

InertialAR

An Transformer-based autoregressive model for molecule generation.

ICML 2026PhysAIAI4SciAutoregressiveDiffusionMolecule Generation
Homepage Paper
Featured
Free-Energy Perspective

Free-Energy Perspective

Both SFT and RL can be formulated under the free-energy framework, and the main difference is on the behavior signals.

PhysAIFree-EnergyLLM Post-TrainingSFTRL
Paper
Featured
K-Flow

K-Flow

Flow Along the K-Amplitude for Generative Modeling.

ICLR 2026Generative ModelsFrequency TransformationImage GenerationMolecule Assembly
Paper

Other Projects

ChatBattery

ChatBattery

An agentic platform for battery generation.

AI4SciAgentic AILLMbattery
Paper Code
InertialGenome

InertialGenome

A Resolution-Agnostic Geometric Transformer for Chromosome Modeling Using Inertial Frame.

ICLR 2026AI4Sci3D TransformerChromosome ModelingInertial Frame
Paper
RigidSSL

RigidSSL

Rigidity-Aware Geometric Pretraining for Protein Design and Conformational Ensembles.

ICLR 2026AI4SciProtein Design3D GeometryFlow Matching
Paper
ModelCollapse

ModelCollapse

A Minimal Model of Representation Collapse: Frustration, Stop-Gradient, and Dynamics.

Representation LearningModel CollapseFrustrationStop-GradientDynamics
Paper