Entity · technique

Multimodal Learning

techniqueactivemultimodal-learning-c5abe0b5·1 events·first seen Jun 2, 2026

Aliases: Multimodal Learning

Co-occurring entities

Bayesian Optimization active learning Inverse Materials Design Reinforcement Learning Variational Autoencoder (VAE)normalizing flows Diffusion Models

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multimodal classification models multimodal pretraining multimodal embedding Multimodal Gain Co-Learning for Missing Arbitrary Modalities in Multi-modal Classification Multi-Task Learning multimodal agents multimodal neurons Unified Multimodal Models (UMMs)Latent World Recovery for Multimodal Learning with Missing Modalities Multimodal Large Language Models When to Align, When to Predict: A Phase Diagram for Multimodal Learning

Recent events (1)

5arXiv · cs.LG·Jun 2, 2026·source ↗

Review: Generative Models, Multimodal Learning, and Closed-Loop Workflows in Inverse Materials Design

This arxiv review surveys recent advances in generative modeling for inverse materials design, covering variational autoencoders, normalizing flows, autoregressive models, and diffusion models applied to crystalline solid discovery. It examines how multimodal learning fuses crystal structures, thermodynamic data, spectroscopy, microscopy, and scientific text into transferable chemical-space representations. The paper also reviews closed-loop design pipelines integrating conditional generation with Bayesian optimization, reinforcement learning, and active learning, and identifies recurring failure modes including surrogate exploitation, diversity collapse, and the stability-synthesizability gap.

Evaluation and Benchmarking Agent and Tool Ecosystem Bayesian Optimization Multimodal Learning active learning +6 more