Large Vision Language Models

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Multilingual and Multimodal LLMs in the Wild: Building for Low-Resource Languages
May 16, 2026Firoj Alam, Shammur Absar Chowdhury, Enamul Hoque PrinceLow-Resource Languages Multi-Modal Large Language Models
Contrastive Conceptor Activation Steering (COAST): Unlocking Vision-Language-Action Models through Hidden States
May 16, 2026Miranda Muqing Miao, Subin Kim, Brandon Yang +1Large Vision Language Models Activation Steering
UCSF-PDGM-VQA: Visual Question Answering dataset for brain tumor MRI interpretation
May 16, 2026Shiv Ghosh, Junayd Lateef, Chih-Hua Liu +3Brain Tumor Classification Textvqa
HEED: Density-Weighted Residual Alignment for Hybrid Vision-Language Model Distillation
May 16, 2026Yihao Liang, Niraj K. JhaChain-Of-Thought Distillation Large Vision Language Models
EPIC-Bench: A Perception-Centric Benchmark for Fine-Grained Embodied Visual Grounding in Vision-Language Models
May 16, 2026Haozhe Shan, Xiancong Ren, Han Dong +9Explicit Visual Grounding Large Vision Language Models
SHED: Style-Homogenized Embedding Alignment for Domain Generalization
May 16, 2026Kai Gan, Tong WeiDomain Generalization Large Vision Language Models
OmniVL-Guard Pro: A Tool-Augmented Agent for Omnibus Vision-Language Forensics
May 16, 2026Jinjie Shen, Zheng Huang, Yuchen Zhang +7Face Forgery Detection Digital Forensics
BAT-Nav: Belief-Based Arbitration and Termination via Remaining Discoverability in Multi-Goal Semantic Navigation
May 16, 2026Xi Lin, Kangyi Wu, Jiayi Li +3Object Goal Navigation Long-Horizon Planning
VLAMotor: Test-Guided Enhancement of Vision-Language-Action Models via Agent-BasedData Synthesis
May 16, 2026Zeqin Liao, Peifan Ren, Zixu Gao +6Pretrained Vision-Language-Action Vision-Language-Action Models
Thinking with Patterns: Breaking the Perceptual Bottleneck in Visual Planning via Pattern Induction
May 16, 2026Yichang Jian, Boyuan Xiao, Zhenyuan Huang +2Large Vision Language Models Perceptual Understanding
"I'm Not Mad, Just Focused'': Understanding Human Emotions in Human-Robot Collaboration
May 16, 2026Seung Chan Hong, Dana Kulić, Leimin TianHuman-Robot Collaboration Robotic Datasets
TRACE: Evidence Grounding-Guided Multi-Video Event Understanding and Claim Generation
May 16, 2026Pengyu Yan, Akhil Gorugantu, Mahesh Bhosale +3Video Temporal Grounding Large Vision Language Models
A Cross-Modal Prompt Injection Attack against Large Vision-Language Models with Image-Only Perturbation
May 15, 2026Hao Yang, Zhuo Ma, Yang Liu +3Large Vision Language Models Cross-Modal Attention
VideoSeeker: Incentivizing Instance-level Video Understanding via Native Agentic Tool Invocation
May 15, 2026Yiming Zhao, Yu Zeng, Wenxuan Huang +11Fine-Grained Video Understanding Video Understanding
Sparse Autoencoders enable Robust and Interpretable Fine-tuning of CLIP models
May 15, 2026Fabian Morelli, Arnas Uselis, Ankit Sonthalia +1Supervised Fine-Tuning Large Vision Language Models
From Failure to Feedback: Group Revision Unlocks Hard Cases in Object-Level Grounding
May 15, 2026Yuyuan Liu, Yiping Ji, Anjie Le +6Vision-Language Model Grounding Sample-Wise 2D Refinement
Decomposed Vision-Language Alignment for Fine-Grained Open-Vocabulary Segmentation
May 15, 2026Chenhao Wang, Yingrui Ji, Yu Meng +1Vision-Language Alignment Open-Vocabulary
Unlocking Dense Metric Depth Estimation in VLMs
May 15, 2026Hanxun Yu, Xuan Qu, Yuxin Wang +2Ava-Vlm Depth Estimation
Are VLMs Seeing or Just Saying? Uncovering the Illusion of Visual Re-examination
May 15, 2026Chufan Shi, Cheng Yang, Yaokang Wu +4Vision-Language Illusions
Mechanistically Interpretable Neural Encoding Reveals Fine-Grained Functional Selectivity in Human Visual Cortex
May 15, 2026Idan Daniel Grosbard, Mor Geva, Galit YovelHuman Visual Cortex Implicit Neural Representations
GAP: Geometric Anchor Pre-training for Data-Efficient Visuomotor Learning of Manipulation Tasks
May 15, 2026Davide Buoso, Andrea Protopapa, Stefano Di Carlo +2Visuomotor Policy Imitation Learning
EntropyScan: Towards Model-level Backdoor Detection in LVLMs via Visual Attention Entropy
May 15, 2026Xuanyu Ge, Zhongqi Wang, Jie Zhang +2Backdoor Attacks Large Vision Language Models
VLMs Trace Without Tracking: Diagnosing Failures in Visual Path Following
May 15, 2026Hyesoo Hong, Minsoo Kim, Wonje Jeung +3Vision-Language Multimodal Benchmarks
LRCP: Low-Rank Compressibility Guided Visual Token Pruning for Efficient LVLMs
May 15, 2026Hongyu Lu, Feng Zhang, Wenwei Jin +5Visual Tokens Large Vision Language Models
MI-CXR: A Benchmark for Longitudinal Reasoning over Multi-Interval Chest X-rays
May 15, 2026Sunghwan Steve Cho, Yunseok Han, Jaeyoung DoChest X-Ray Chest Radiography
RoiMAM: Region-of-Interest Medical Attention Model for Efficient Vision-Language Understanding
May 15, 2026Jiayan Yang, Zhuoyu Wu, Wenqi FangMedical Vision-Language Models Medical Visual Question Answering
DeltaPrompts: Escaping the Zero-Delta Trap in Multimodal Distillation
May 15, 2026Jaehun Jung, Hyunwoo Kim, Brandon Cui +4Chain-Of-Thought Distillation On-Policy Distillation
Deep Pre-Alignment for VLMs
May 14, 2026Tianyu Yu, Kechen Fang, Zihao Wan +5Vision-Language Alignment Vision Transformer
ATLAS: Agentic or Latent Visual Reasoning? One Word is Enough for Both
May 14, 2026Ziyu Guo, Rain Liu, Xinyan Chen +1Latent Visual Reasoning Visual Reasoning
On the Cultural Anachronism and Temporal Reasoning in Vision Language Models
May 14, 2026Mukul Ranjan, Prince Jha, Khushboo Kumari +1Large Vision Language Models
MHSA: A Lightweight Framework for Mitigating Hallucinations via Steered Attention in LVLMs
May 14, 2026Wei Ding, Yilin Li, Yudong Zhang +4Hallucination Mitigation Hallucinations
Evo-Depth: A Lightweight Depth-Enhanced Vision-Language-Action Model
May 14, 2026Tao Lin, Yuxin Du, Jiting Liu +14Efficient Vision-Language-Action Models Vision-Language-Action Models
Chain-of-Procedure: Hierarchical Visual-Language Reasoning for Procedural QA
May 14, 2026Guanhua Chen, Yutong Yao, Shenghe Sun +5Knowledge-Based Visual Question Answering Large Vision Language Models
SteerSeg: Attention Steering for Reasoning Video Segmentation
May 14, 2026Ali Cheraghian, Hamidreza Dastmalchi, Abdelwahed Khamis +3Video Object Segmentation Vision-Language Model Grounding
MemLens: Benchmarking Multimodal Long-Term Memory in Large Vision-Language Models
May 14, 2026Xiyu Ren, Zhaowei Wang, Yiming Du +11Multimodal Memory Large Vision Language Models
Your CLIP has 164 dimensions of noise: Exploring the embeddings covariance eigenspectrum of contrastively pretrained vision-language transformers
May 14, 2026Jakub Grzywaczewski, Dawid Płudowski, Przemysław BiecekVision-Language Large Vision Language Models
Unlocking Complex Visual Generation via Closed-Loop Verified Reasoning
May 14, 2026Hanbo Cheng, Limin Lin, Ruo Zhang +2Visual Generation Text-To-Image
Exploring Vision-Language Models for Online Signature Verification: A Zero-Shot Capability Study
May 14, 2026Marta Robledo-Moreno, Ruben Vera-Rodriguez, Ruben Tolosana +1Online Signature Verification Large Vision Language Models
MiVE: Multiscale Vision-language features for reference-guided video Editing
May 14, 2026Tong Wang, Meng Zou, Chengjing Wu +4Video Editing Vision Encoders
Do We Really Need External Tools to Mitigate Hallucinations? SIRA: Shared-Prefix Internal Reconstruction of Attribution
May 14, 2026Tian Qin, Junzhe Chen, Yuqing Shi +3Large Language Model Hallucination Contrastive Decoding
Mitigating Mask Prior Drift and Positional Attention Collapse in Large Diffusion Vision-Language Models
May 14, 2026Sujung Hong, Chanyong Yoon, Seong Jae HwangLarge Vision Language Models Explicit Visual Grounding
GeoVista: Visually Grounded Active Perception for Vision-Language Understanding of Ultra-High-Resolution Remote Sensing Images
May 14, 2026Jiashun Zhu, Ronghao Fu, Jiasen Hu +3Remote Sensing High-Resolution
Learning with Semantic Priors: Stabilizing Point-Supervised Infrared Small Target Detection via Hierarchical Knowledge Distillation
May 14, 2026Yuanhang Yao, Ping Qian, Zhu Liu +2Infrared Small Target Detection Detection Framework
To See is Not to Learn: Protecting Multimodal Data from Unauthorized Fine-Tuning of Large Vision-Language Model
May 14, 2026Chengshuai Zhao, Zhen Tan, Dawei Li +2Harmful Fine-Tuning Large Vision Language Models
CurveBench: A Benchmark for Exact Topological Reasoning over Nested Jordan Curves
May 13, 2026Amirreza Mohseni, Mona Mohammadi, Morteza Saghafian +1Visual Reasoning Curves
PVRF: All-in-one Adverse Weather Removal via Prior-modulated and Velocity-constrained Rectified Flow
May 13, 2026Wei Dong, Han Zhou, Terry Ji +6Adverse Weather Rectified Flow
Unified Pix Token And Word Token Generative Language Model
May 13, 2026Haun Leung, ZiNan WangVision Encoders Vision Transformer
Unlocking Patch-Level Features for CLIP-Based Class-Incremental Learning
May 13, 2026Hao Sun, Zi-Jun Ding, Da-Wei ZhouDomain Incremental Learning Spatial Patching
Training Long-Context Vision-Language Models Effectively with Generalization Beyond 128K Context
May 13, 2026Zhaowei Wang, Lishu Luo, Haodong Duan +9Efficient Long-Context Inference Large Vision Language Models
VoxCor: Training-Free Volumetric Features for Multimodal Voxel Correspondence
May 13, 2026Guney Tombak, Ertunc Erdil, Ender KonukogluVoxel Cross-Modality
CAVE: A Structured Credit Assignment Approach for Fragmented Visual Evidence Reasoning
May 13, 2026Tengda Guo, Jie Leng, Hanlei Li +6Visual Reasoning Visual Evidence
KVServe: Service-Aware KV Cache Compression for Communication-Efficient Disaggregated LLM Serving
May 13, 2026Zedong Liu, Xinyang Ma, Dejun Luo +9Key-Value Cache Compression Large Language Model Serving
Test-Time Hinting for Black-Box Vision-Language Models
May 13, 2026Kaihua Hou, Abhijith Varma Mudunuri, Jiaxing Qiu +3Large Vision Language Models Test Time
PDCR: Perception-Decomposed Confidence Reward for Vision-Language Reasoning
May 13, 2026Hee Suk Yoon, Eunseop Yoon, Ji Woo Hong +6Vision-Language Sparse Rewards
INAR-VL: Input-Aware Routing for Edge-Cloud Vision-Language Inference
May 13, 2026Ahmed Šabanović, Paul Joe Maliakel, Ivona BrandićReal-Time Inference Large Vision Language Models
GRIP-VLM: Group-Relative Importance Pruning for Efficient Vision-Language Models
May 13, 2026Mingzhe Huang, Weijun Wang, Xin Ding +7Visual Token Pruning Large Vision Language Models
GeoFlowVLM: Geometry-Aware Joint Uncertainty for Frozen Vision-Language Embedding
May 13, 2026Mayank Nautiyal, Li Ju, Andreas Hellander +2Vision-Language Cross-Modal Learning
CLIP Tricks You: Training-free Token Pruning for Efficient Pixel Grounding in Large VIsion-Language Models
May 13, 2026Sangin Lee, Yukyung ChoiVisual Token Pruning Visual Tokens
Feature Visualization Recovers Known Cortical Selectivity from TRIBE v2
May 13, 2026Stuart Bladon, Brinnae BentHuman Visual Cortex Vision Encoders
Lifelong Learning in Vision-Language Models: Enhanced EWC with Cross-Modal Knowledge Retention
May 12, 2026Hamza Ahmed Durrani, Rafay Suleman DurraniLarge Vision Language Models Cross-Modal Alignment

May 16, 2026 · cs.CLJ/K move · Enter open · S save

Multilingual and Multimodal LLMs in the Wild: Building for Low-Resource Languages

Firoj Alam, Shammur Absar Chowdhury, Enamul Hoque Prince

Qatar Computing Research Institute, HBKU, Qatar · York University, Canada

Multimodal LLMs are evolving from vision-language to tri-modality that see, hear, and read, yet pipelines and benchmarks remain English-centric and compute-heavy. The tutorial offers an overview of this emerging research area for multilingual multimodality across text, speech, and vision under limited data/compute budgets, synthesizing foundations, recent multilingual models (PALO, Maya), speech-text LLMs. We cover low-cost data creation/curation; adapter stacks for tri-modal alignment; culture-aware evaluation beyond English and hands on resources for fine-tuning a compact multilingual VLM and wiring a speech->text->LLM pipeline. The content will be delivered as an interactive half-day tutorial, designed for researchers and practitioners working on multilingual, multimodal AI in low-resource language settings.

Low-Resource Languages Multi-Modal Large Language Models Multimodal Artificial Intelligence Multimodal Learning Large Vision Language Models

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