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

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

UQ-Bench: A Benchmark for Evaluating Multimodal LLMs on Underwater Image Quality Assessment AAAI 2026

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

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

CoherenDream: Boosting Holistic Text Coherence in 3D Generation via Multimodal Large Language Models Feedback 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

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

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

VaccineRAG: Boosting Multimodal Large Language Models’ Immunity to Harmful RAG Samples AAAI 2026

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

Decompose and Conquer: Compositional Reasoning for Zero-Shot Temporal Action Localization AAAI 2026

Robust-R1: Degradation-Aware Reasoning for Robust Visual Understanding AAAI 2026

VIR-Bench: Evaluating Geospatial and Temporal Understanding of MLLMs via Travel Video Itinerary Reconstruction AAAI 2026

FaceShield: Explainable Face Anti-Spoofing with Multimodal Large Language Models AAAI 2026

ObjecTok: Learning Holistic and Robust Object Tokens for MLLMs AAAI 2026

Verb Mirage: Unveiling and Assessing Verb Concept Hallucinations in Multimodal Large Language Models AAAI 2026

VP-Bench: A Comprehensive Benchmark for Visual Prompting in Multimodal Large Language Models AAAI 2026

MedReasoner: Reinforcement Learning Drives Reasoning Grounding from Clinical Thought to Pixel-Level Precision AAAI 2026

When Eyes and Ears Disagree: Can MLLMs Discern Audio-Visual Confusion? AAAI 2026

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing AAAI 2026

Scaling Beyond Context: A Survey of Multimodal Retrieval-Augmented Generation for Document Understanding ACL 2026