conftrace_

multimodal large language model

966 papers

Explore in graph

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

SPARTA: Evaluating Reasoning Segmentation Robustness through Black-Box Adversarial Paraphrasing in Text Autoencoder Latent Space EACL 2026

Taming Object Hallucinations with Verified Atomic Confidence Estimation EACL 2026

RotBench: Evaluating Multi-modal Large Language Models on Identifying Image Rotation EACL 2026

Can MLLMs Find Their Way in a City? Exploring Emergent Navigation from Web-Scale Knowledge EACL 2026

Mask What Matters: Mitigating Object Hallucinations in Multimodal Large Language Models with Object-Aligned Visual Contrastive Decoding EACL 2026

VideoMind: Thinking in Steps for Long Video Understanding EACL 2026

Multimodal Large Language Models for Human-AI Interaction: Foundations, Agents, and Inclusive Applications EACL 2026

Efficient Table Retrieval and Understanding with Multimodal Large Language Models EACL 2026

RADAR: A Reasoning-Guided Attribution Framework for Explainable Visual Data Analysis EACL 2026

Multimodal Claim Extraction for Fact-Checking EACL 2026

DMGIN: How Multimodal LLMs Enhance Large Recommendation Models for Lifelong User Post-click Behaviors AAAI 2026

anyECG-chat: A Generalist ECG-MLLM for Flexible ECG Input and Multi-Task Understanding AAAI 2026

AirCopBench: A Benchmark for Multi-drone Collaborative Embodied Perception and Reasoning AAAI 2026

Emotion-Coherent Reasoning for Multimodal LLMs via Emotional Rationale Verifier AAAI 2026

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

PhysPatch: A Physically Realizable and Transferable Adversarial Patch Attack for Multimodal Large Language Models-based Autonomous Driving Systems AAAI 2026

Filter, Correlate, Compress: Training-Free Token Reduction for MLLM Acceleration AAAI 2026

CrossVid: A Comprehensive Benchmark for Evaluating Cross-Video Reasoning in Multimodal Large Language Models AAAI 2026

Multi-Agent Undercover Gaming: Hallucination Removal Through Counterfactual Test for Multimodal Reasoning AAAI 2026

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

Regression over Classification: Assessing Image Aesthetics via Multimodal Large Language Models AAAI 2026

TextShield-R1: Reinforced Reasoning for Tampered Text Detection AAAI 2026

OwlCap: Harmonizing Motion-Detail for Video Captioning via HMD-270K and Caption Set Equivalence Reward AAAI 2026