conftrace_

multimodal large language model

966 papers

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Also known as

MLLMS M-LLM MLLM

Co-occurring keywords

multimodal learning (4645) benchmark evaluation (1556) large language model (13587) visual question answering (1017) visual reasoning (493) video understanding (1658) instruction tuning (838) vision-language model (2348) chain-of-thought reasoning (551) visual grounding (518)

Papers

Training-Free Spatio-temporal Decoupled Reasoning Video Segmentation with Adaptive Object Memory AAAI 2026

MISF: MLLM Guided Iterative Sample Filtering for Data Fault Detection AAAI 2026

AD-FM: Multimodal LLMs for Anomaly Detection via Multi-Stage Reasoning and Fine-Grained Reward Optimization AAAI 2026

Multigranular Evaluation for Brain Visual Decoding AAAI 2026

HeadHunt-VAD: Hunting Robust Anomaly-Sensitive Heads in MLLM for Tuning-Free Video Anomaly Detection AAAI 2026

LoRA in LoRA: Towards Parameter-Efficient Architecture Expansion for Continual Visual Instruction Tuning AAAI 2026

VCGD: Visual Clue Guided Decoding with Caption Model for Mitigating Hallucination in Multimodal Large Language Models AAAI 2026

KFS-Bench: Comprehensive Evaluation of Key Frame Sampling in Long Video Understanding WACV 2026

EM-KD: Distilling Efficient Multimodal Large Language Model with Unbalanced Vision Tokens AAAI 2026

EvoMoE: Expert Evolution in Mixture of Experts for Multimodal Large Language Models AAAI 2026

Step-by-step Layered Design Generation AAAI 2026

Advancing Multimodal LLMs by Large-Scale 3D Visual Instruction Dataset Generation WACV 2026

CR³: Boosting Compositional Reasoning in MLLMs Through Rule-Based Reinforcement Learning AAAI 2026

URaG: Unified Retrieval and Generation in Multimodal LLMs for Efficient Long Document Understanding AAAI 2026

KSS-MoE: Knowledge Space Synergy Framework in Mixture of Experts for Continual Visual Instruction Tuning AAAI 2026

S2D-Align: Shallow-to-Deep Auxiliary Learning for Anatomically-Grounded Radiology Report Generation AAAI 2026

Seeing Is Believing: Rich-Context Hallucination Detection for MLLMs via Backward Visual Grounding AAAI 2026

Do Language Models Associate Sound with Meaning? A Multimodal Study of Sound Symbolism AAAI 2026

Res-Bench: Benchmarking the Robustness of Multimodal Large Language Models to Dynamic Resolution Input AAAI 2026

SAVE: Sparse Autoencoder-Driven Visual Information Enhancement for Mitigating Object Hallucination WACV 2026

ST-Think: How Multimodal Large Language Models Reason About 4D Worlds from Ego-Centric Videos WACV 2026

Language Integration in Fine-Tuning Multimodal Large Language Models for Image-Based Regression WACV 2026

DermEVAL: A Dermatologist-Reviewed Benchmark for Multimodal Large Language Models WACV 2026

SpeakerLM: End-to-End Versatile Speaker Diarization and Recognition with Multimodal Large Language Models AAAI 2026

MONETA: Multimodal Industry Classification through Geographic Information with Multi Agent Systems ACL 2026