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

EchoBat: Echo-Vision Enhancement and Echo-Layered Sampling for Video LLMs Hallucination Mitigation AAAI 2026

Probing Semantic Insensitivity for Inference-Time Backdoor Defense in Multimodal Large Language Model AAAI 2026

Deep Hidden Cognition Facilitates Reliable Chain-of-Thought Reasoning AAAI 2026

Towards Scalable Web Accessibility Audit with MLLMs as Copilots AAAI 2026

Explainable Oracle Bone Script Recognition via Multimodal Pictographic Reasoning AAAI 2026

Improving CAPTCHA Robustness via Controlled Image Corruptions (Student Abstract) AAAI 2026

Vista: Scene-Aware Optimization for Streaming Video Question Answering Under Post-Hoc Queries AAAI 2026

Adaptive Hallucination Alleviation in Multimodal Large Language Models: From Strategic Data Selection to Severity-Guided Training AAAI 2026

FUSE: Fine-Grained and Semantic-Aware Learning for Unified Image Understanding and Generation AAAI 2026

MLLM Enriched Explainable Multiple Clustering AAAI 2026

Explore How to Inject Beneficial Noise in MLLMs AAAI 2026

MoHoBench: Assessing Honesty of Multimodal Large Language Models via Unanswerable Visual Questions AAAI 2026

MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems ACL 2026

CoreGaze: Core Subgraph-Driven Visual Gaze Diffusion for Training-Free Referring Multimodal Large Language Models ACL 2026

MSEarth: A Multimodal Benchmark for Earth Science Phenomenon Discovery with MLLMs ACL 2026

GuideDog: A Real-World Egocentric Multimodal Dataset for Blind and Low-Vision Accessibility-Aware Guidance ACL 2026

GAMBIT: A Gamified Jailbreak Framework for Multimodal Large Language Models ACL 2026

Protecting multimodal large language models against misleading visualizations ACL 2026

Is this chart lying to me? Automating the detection of misleading visualizations ACL 2026

Visual Attention Reasoning via Hierarchical Search and Self-Verification ACL 2026

Correct When Paired, Wrong When Split: Decoupling and Editing Modality-Specific Neurons in MLLMs ACL 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

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

Beyond the Panorama: Training-Free Hierarchical Perception-Reasoning for Fine-Grained Vision in MLLMs ACL 2026