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Multi-Modal Learning

115 directly classified papers

Papers per year

Papers

Value-Spectrum: Quantifying Preferences of Vision-Language Models via Value Decomposition in Social Media Contexts ACL 2025
MCS-Bench: A Comprehensive Benchmark for Evaluating Multimodal Large Language Models in Chinese Classical Studies ACL 2025
Knowledge-Augmented Multimodal Clinical Rationale Generation for Disease Diagnosis with Small Language Models ACL 2025
Agri-CM3: A Chinese Massive Multi-modal, Multi-level Benchmark for Agricultural Understanding and Reasoning ACL 2025
Redundancy Principles for MLLMs Benchmarks ACL 2025
A Unified Agentic Framework for Evaluating Conditional Image Generation ACL 2025
MadaKV: Adaptive Modality-Perception KV Cache Eviction for Efficient Multimodal Long-Context Inference ACL 2025
Error-driven Data-efficient Large Multimodal Model Tuning ACL 2025
FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning ACL 2025
FlagEvalMM: A Flexible Framework for Comprehensive Multimodal Model Evaluation ACL 2025
Filter-And-Refine: A MLLM Based Cascade System for Industrial-Scale Video Content Moderation ACL 2025
Shadow-Activated Backdoor Attacks on Multimodal Large Language Models ACL 2025
AdaReTaKe: Adaptive Redundancy Reduction to Perceive Longer for Video-language Understanding ACL 2025
IW-Bench: Evaluating Large Multimodal Models for Converting Image-to-Web ACL 2025
Challenges for AI in Multimodal STEM Assessments: a Human-AI Comparison ACL 2025
Gradient Flush at Slavic NLP 2025 Task: Leveraging Slavic BERT and Translation for Persuasion Techniques Classification ACL 2025
Instituto de Telecomunicações at IWSLT 2025: Aligning Small-Scale Speech and Language Models for Speech-to-Text Learning ACL 2025
Stress-Testing Multimodal Foundation Models for Crystallographic Reasoning ACL 2025
PALI-NLP at SemEval 2025 Task 1: Multimodal Idiom Recognition and Alignment ACL 2025
LiMoE: Mixture of LiDAR Representation Learners from Automotive Scenes CVPR 2025
Yo'Chameleon: Personalized Vision and Language Generation CVPR 2025
GVMGen: A General Video-to-Music Generation Model with Hierarchical Attentions AAAI 2025
Multi-Layer Visual Feature Fusion in Multimodal LLMs: Methods, Analysis, and Best Practices CVPR 2025
VisCRA: A Visual Chain Reasoning Attack for Jailbreaking Multimodal Large Language Models EMNLP 2025
Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models EMNLP 2025