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

Complex Mathematical Expression Recognition: Benchmark, Large-Scale Dataset and Strong Baseline AAAI 2026

MCIE: Multimodal LLM-Driven Complex Instruction Image Editing with Spatial Guidance AAAI 2026

APVR: Hour-Level Long Video Understanding with Adaptive Pivot Visual Information Retrieval AAAI 2026

Concepts from Representations: Post-hoc Concept Bottleneck Models via Sparse Decomposition of Visual Representations AAAI 2026

Attention to Threat-Relevant Objects: Reasoning Detection in Autonomous Driving via Multimodal Large Language Models AAAI 2026

GENMAC: Compositional Text-to-Video Generation with Multi-Agent Collaboration AAAI 2026

Anomagic: Crossmodal Prompt-driven Zero-shot Anomaly Generation AAAI 2026

See, Rank, and Filter: Important Word-Aware Clip Filtering via Scene Understanding for Moment Retrieval and Highlight Detection AAAI 2026

MM-R1: Unleashing the Power of Unified Multimodal Large Language Models for Personalized Image Generation AAAI 2026

Connecting the Dots: Training-Free Visual Grounding via Agentic Reasoning AAAI 2026

Suit the Remedy to the Retriever: Interpretable Query Optimization with Retriever Preference Alignment for Vision-Language Retrieval AAAI 2026

Ground What You See: Hallucination-Resistant MLLMs via Caption Feedback, Diversity-Aware Sampling, and Conflict Regularization AAAI 2026

Mitigating Object and Action Hallucinations in Multimodal LLMs via Self-Augmented Contrastive Alignment WACV 2026

Model-free Domain Adaptation for Concealed Multimodal Large-Language Models WACV 2026

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

Face-LLaVA: Facial Expression and Attribute Understanding through Instruction Tuning WACV 2026

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

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

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

SmokeBench: Evaluating Multimodal Large Language Models for Wildfire Smoke Detection WACV 2026

Understanding the Visual Projection Space of Multimodal LLMs WACV 2026

GHOST: Getting to the Bottom of Hallucinations with A Multi-round Consistency Benchmark WACV 2026

Distilling What and Why: Enhancing Driver Intention Prediction with MLLMs WACV 2026

EVTP-IVS: Effective Visual Token Pruning For Unifying Instruction Visual Segmentation In Multi-Modal Large Language Models WACV 2026

TSPO: Temporal Sampling Policy Optimization for Long-form Video Language Understanding AAAI 2026