← Models
Deep Learning › Models ›

Multi-Modal Learning

115 directly classified papers

Papers per year

Papers

Filter-And-Refine: A MLLM Based Cascade System for Industrial-Scale Video Content Moderation ACL 2025
AdaReTaKe: Adaptive Redundancy Reduction to Perceive Longer for Video-language Understanding ACL 2025
Redundancy Principles for MLLMs Benchmarks ACL 2025
FlagEvalMM: A Flexible Framework for Comprehensive Multimodal Model Evaluation ACL 2025
Shadow-Activated Backdoor Attacks on Multimodal Large Language Models ACL 2025
From Specific-MLLMs to Omni-MLLMs: A Survey on MLLMs Aligned with Multi-modalities ACL 2025
Knowledge-Augmented Multimodal Clinical Rationale Generation for Disease Diagnosis with Small Language Models ACL 2025
Value-Spectrum: Quantifying Preferences of Vision-Language Models via Value Decomposition in Social Media Contexts ACL 2025
MadaKV: Adaptive Modality-Perception KV Cache Eviction for Efficient Multimodal Long-Context Inference ACL 2025
FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning ACL 2025
Agri-CM3: A Chinese Massive Multi-modal, Multi-level Benchmark for Agricultural Understanding and Reasoning ACL 2025
Text2midi: Generating Symbolic Music from Captions AAAI 2025
Mental-Perceiver: Audio-Textual Multi-Modal Learning for Estimating Mental Disorders AAAI 2025
Are VLMs Ready for Autonomous Driving? An Empirical Study from the Reliability, Data and Metric Perspectives ICCV 2025
Flow4Agent: Long-form Video Understanding via Motion Prior from Optical Flow ICCV 2025
MCS-Bench: A Comprehensive Benchmark for Evaluating Multimodal Large Language Models in Chinese Classical Studies ACL 2025
Large Multi-modal Models Can Interpret Features in Large Multi-modal Models ICCV 2025
AndroidLab: Training and Systematic Benchmarking of Android Autonomous Agents ACL 2025
VLind-Bench: Measuring Language Priors in Large Vision-Language Models NAACL 2025
A Unified Agentic Framework for Evaluating Conditional Image Generation ACL 2025
MARS: Mixture of Auto-Regressive Models for Fine-grained Text-to-image Synthesis AAAI 2025
Error-driven Data-efficient Large Multimodal Model Tuning ACL 2025
GVMGen: A General Video-to-Music Generation Model with Hierarchical Attentions AAAI 2025
VisCRA: A Visual Chain Reasoning Attack for Jailbreaking Multimodal Large Language Models EMNLP 2025
IW-Bench: Evaluating Large Multimodal Models for Converting Image-to-Web ACL 2025