Cover Image

MMICL: Empowering Vision-language Model with Multi-Modal In-Context Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhao, Haozhe, Cai, Zefan, Si, Shuzheng, Ma, Xiaojian, An, Kaikai, Chen, Liang, Liu, Zixuan, Wang, Sheng, Han, Wenjuan, Chang, Baobao
Format:	Preprint
Published:	2023
Subjects:	Computation and Language Artificial Intelligence Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Improving the Robustness of Distantly-Supervised Named Entity Recognition via Uncertainty-Aware Teacher Learning and Student-Student Collaborative Learning
by: Si, Shuzheng, et al.
Published: (2023)

Mitigating Language-Level Performance Disparity in mPLMs via Teacher Language Selection and Cross-lingual Self-Distillation
by: Zhao, Haozhe, et al.
Published: (2024)

Rethinking Semantic Parsing for Large Language Models: Enhancing LLM Performance with Semantic Hints
by: An, Kaikai, et al.
Published: (2024)

UltraEdit: Instruction-based Fine-Grained Image Editing at Scale
by: Zhao, Haozhe, et al.
Published: (2024)

Looking Beyond Text: Reducing Language bias in Large Vision-Language Models via Multimodal Dual-Attention and Soft-Image Guidance
by: Zhao, Haozhe, et al.
Published: (2024)

SANTA: Separate Strategies for Inaccurate and Incomplete Annotation Noise in Distantly-Supervised Named Entity Recognition
by: Si, Shuzheng, et al.
Published: (2023)

GATEAU: Selecting Influential Samples for Long Context Alignment
by: Si, Shuzheng, et al.
Published: (2024)

UltraIF: Advancing Instruction Following from the Wild
by: An, Kaikai, et al.
Published: (2025)

MENTOR: Efficient Multimodal-Conditioned Tuning for Autoregressive Vision Generation Models
by: Zhao, Haozhe, et al.
Published: (2025)

A Spark of Vision-Language Intelligence: 2-Dimensional Autoregressive Transformer for Efficient Finegrained Image Generation
by: Chen, Liang, et al.
Published: (2024)

A Goal Without a Plan Is Just a Wish: Efficient and Effective Global Planner Training for Long-Horizon Agent Tasks
by: Si, Shuzheng, et al.
Published: (2025)

Aligning Large Language Models to Follow Instructions and Hallucinate Less via Effective Data Filtering
by: Si, Shuzheng, et al.
Published: (2025)

PCA-Bench: Evaluating Multimodal Large Language Models in Perception-Cognition-Action Chain
by: Chen, Liang, et al.
Published: (2024)

An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models
by: Chen, Liang, et al.
Published: (2024)

ML-Bench: Evaluating Large Language Models and Agents for Machine Learning Tasks on Repository-Level Code
by: Tang, Xiangru, et al.
Published: (2023)

MMGR: Multi-Modal Generative Reasoning
by: Cai, Zefan, et al.
Published: (2025)

VeCAF: Vision-language Collaborative Active Finetuning with Training Objective Awareness
by: Zhang, Rongyu, et al.
Published: (2024)

FaithLens: Detecting and Explaining Faithfulness Hallucination
by: Si, Shuzheng, et al.
Published: (2025)

Crafter: A Multi-Agent Harness for Editable Scientific Figure Generation from Diverse Inputs
by: Zhao, Haozhe, et al.
Published: (2026)

Teaching Large Language Models to Maintain Contextual Faithfulness via Synthetic Tasks and Reinforcement Learning
by: Si, Shuzheng, et al.
Published: (2025)

Multimodal Representation Alignment for Image Generation: Text-Image Interleaved Control Is Easier Than You Think
by: Chen, Liang, et al.
Published: (2025)

BabyVision: Visual Reasoning Beyond Language
by: Chen, Liang, et al.
Published: (2026)

NEP: Autoregressive Image Editing via Next Editing Token Prediction
by: Wu, Huimin, et al.
Published: (2025)

Improving Event Definition Following For Zero-Shot Event Detection
by: Cai, Zefan, et al.
Published: (2024)

LongR: Unleashing Long-Context Reasoning via Reinforcement Learning with Dense Utility Rewards
by: Ping, Bowen, et al.
Published: (2026)

Mimicking or Reasoning: Rethinking Multi-Modal In-Context Learning in Vision-Language Models
by: Huang, Chengyue, et al.
Published: (2025)

SLoW: Select Low-frequency Words! Automatic Dictionary Selection for Translation on Large Language Models
by: Lu, Hongyuan, et al.
Published: (2025)

LESSViT: Robust Hyperspectral Representation Learning under Spectral Configuration Shift
by: Si, Haozhe, et al.
Published: (2026)

G1: Bootstrapping Perception and Reasoning Abilities of Vision-Language Model via Reinforcement Learning
by: Chen, Liang, et al.
Published: (2025)

LongAct: Harnessing Intrinsic Activation Patterns for Long-Context Reinforcement Learning
by: Ping, Bowen, et al.
Published: (2026)

From Preferences to Prejudice: The Role of Alignment Tuning in Shaping Social Bias in Video Diffusion Models
by: Cai, Zefan, et al.
Published: (2025)

Empowering Vision Transformers with Multi-Scale Causal Intervention for Long-Tailed Image Classification
by: Yan, Xiaoshuo, et al.
Published: (2025)

KAConvNet: Kolmogorov-Arnold Convolutional Networks for Vision Recognition
by: Liu, Zhaoxiang, et al.
Published: (2026)

VaMP: Variational Multi-Modal Prompt Learning for Vision-Language Models
by: Cheng, Silin, et al.
Published: (2025)

Enhancing Compositional Generalization via Compositional Feature Alignment
by: Wang, Haoxiang, et al.
Published: (2024)

RhinoInsight: Improving Deep Research through Control Mechanisms for Model Behavior and Context
by: Lei, Yu, et al.
Published: (2025)

Improving MLLM Training Efficiency via Stage-Aware Sparsity
by: Shi, Kean, et al.
Published: (2025)

LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback
by: Gao, Bofei, et al.
Published: (2024)

ROCKET-1: Mastering Open-World Interaction with Visual-Temporal Context Prompting
by: Cai, Shaofei, et al.
Published: (2024)

Context-driven Missing-Modality Learning for Robust Medical Diagnosis with Image-Tabular Data
by: Liu, Tianling, et al.
Published: (2026)