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MicroWorld: Empowering Multimodal Large Language Models to Bridge the Microscopic Domain Gap with Multimodal Attribute Graph

arXiv:2605.10120v1 Announce Type: cross Abstract: Multimodal large language models (MLLMs) show remarkable potential for scientific reasoning, yet their performance in specialized domains such as micr

model-releasesarxiv-cs-ai

12 May 2026

Search: “multimodal”

Learning Multimodal Energy-Based Model with Multimodal Variational Auto-Encoder via MCMC Revision

Gestalt: Large Multimodal Interplay Model

Cognitive-structured Multimodal Agent for Multimodal Understanding, Generation, and Editing

Multimodal Flow: Unified Flow Modeling of Language and Vision in Embedding Spaces

Dynamic Gated Cross-Modal Fusion with Sarcastic-aware Contrastive Regularization for Multimodal Sarcasm Detection

Generative Giants, Retrieval Weaklings: Why do Multimodal Large Language Models Fail at Multimodal Retrieval?

Skill-CMIB: Multimodal Agent Skill for Consistent Action via Conditional Multimodal Information Bottleneck

V-Retrver: Evidence-Driven Agentic Reasoning for Universal Multimodal Retrieval

Coupling Perception and Reasoning in Federated Multimodal Graph Foundation Models

Can Multimodal Large Language Models Generate and Detect Multimodal Social Media Fake News?

Generalized Multimodal Foundation Model

MIDAS: Mutual Information Disentanglement with Uncertainty-Aware Fusion for Incomplete Multimodal Sentiment Analysis

When Modalities Remember: Continual Learning for Multimodal Knowledge Graphs

URMF: Uncertainty-aware Robust Multimodal Fusion for Multimodal Sarcasm Detection

MUNITE: Unified Multimodal Latent Inference for Any-to-Any Multimodal Generation

Beyond Surface Imitation: Contrastive Modeling for Reasoning Path Alignment in Multimodal In-Context Learning

MVFA: A Multi-View Text-Guided Multimodal Fusion LLM Adapter for Sentiment Analysis and Emotion Recognition

Douyin Multimodal Embedding Model Technical Report

DiMextsuperscript{3}: Bridging Multilingual and Multimodal Models via Direction- and Magnitude-Aware Merging

MicroWorld: Empowering Multimodal Large Language Models to Bridge the Microscopic Domain Gap with Multimodal Attribute Graph

DT2IT-MRM: Debiased Preference Construction and Iterative Training for Multimodal Reward Modeling

Unveiling Fine-Grained Visual Traces: Evaluating Multimodal Interleaved Reasoning Chains in Multimodal STEM Tasks

SPyCE: Skill-Policy Co-evolution for Multimodal Agents

Multimodal Model Diffing for Feature Discovery and Control

OPLD: On-Policy Latent Distillation for Multimodal Reasoning

Decoding the Multimodal Mind: Generalizable Brain-to-Text Translation via Multimodal Alignment and Adaptive Routing

MultiMat: Multimodal Program Synthesis for Procedural Materials using Large Multimodal Models

Beyond Chain-of-Thought: Rewrite as a Universal Interface for Generative Multimodal Embeddings

MARA: A Multimodal Adaptive Retrieval-Augmented Framework for Document Question Answering

M^3KG-RAG: Multi-hop Multimodal Knowledge Graph-enhanced Retrieval-Augmented Generation

Design Choices for Multimodal Transformer Learning with Missing and Longitudinal Healthcare Data

Dynamic Alignment and Calibration for Multimodal Learning

Paired Multimodal Scaling Laws

BiCFlow-MER: Orchestrating Discriminative and Generative Multimodal Emotion Recognition via Conditional Transport

MOCC-R1: Reinforcing Reasoning-Response Consistency for Multimodal Counselor Response Generation

The Illusion of Balanced Multimodal Sentiment Analysis: Beyond the Limits of Optimization-Based Methods

Evolution of Multimodal Question Answering: From Modality-Adaptive Extraction to Unified Language Representation

Beyond Modality Harmony: Orthogonal Purification and Topology-Guided MoE for Conflict-Aware Multimodal Recommendation

LiteSearch-VL: Small Multimodal Search Agents via Trajectory Distillation and Synthetic Step-DPO

Multimodal Adaptive Expert Selection with Text Routing and Ordinal Prototype Optimization for Sentiment Analysis

Robust Incomplete Multimodal Sentiment Analysis via Iterative Proxy Correction

Tackling Multimodal Learning Challenges with Mixture-of-Expert: A Survey

InterLV-Search: Benchmarking Interleaved Multimodal Agentic Search

Inter-Stance: A Dyadic Multimodal Corpus for Conversational Stance Analysis

MODIX: A Training-Free Multimodal Information-Driven Positional Index Scaling for Vision-Language Models

Dependency, Compression, and Synergy: A Unified Information-Theoretic View of Multimodal Learning

Omni-Diffusion-Distill: Few-Step Distillation of Unified Multimodal Diffusion Large Language Models

Source-Learned Reliance for Selective Test-Time Adaptation of Multimodal Time Series