ACL 2026 — Multimodal & Vision-Language | Rajat Kanti Bhattacharjee

Multimodal & Vision-Language

281 papers Links not yet available — ACL proceedings pending on ACL Anthology.

MoCa: Modality-aware Continual Pre-training Makes Better Bidirectional Multimodal Embeddings
FastV-RAG: Towards Fast and Fine-Grained Video QA with Retrieval-Augmented Generation
Uni-MMMU: A Massive Multi-discipline Multimodal Unified Benchmark
MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems
XtraGPT: Context-Aware and Controllable Academic Paper Revision via Human-AI Collaboration
VALU: A Benchmark for Video Anomaly Temporal Localization and Understanding at Multiple Semantic Levels
CoreGaze: Core Subgraph-Driven Visual Gaze Diffusion for Training-Free Referring Multimodal Large Language Models
RespiraMFM: A Multimodal Foundation Model with Contrastive Audio-Language Alignment for Respiratory Disease Identification
Leave My Images Alone: Preventing Multi-Modal Large Language Models from Analyzing Images via Visual Prompt Injection
Act as you think: Reinforcing Consistent Reasoning in Medical Visual Question Answering
Using Perspectival Words Is Harder Than Vocabulary Words for Humans —and Even More So for Multimodal Language Models
Mitigating Hallucinations in Large Vision-Language Models without Performance Degradation
APB-V: Accelerating Long-Video Understanding via Sequence-Parallelism-aware Approximate Attention
AraVQA: Building a New Arabic Factoid Visual Question Answering Dataset from Wikipedia
MMCLIP: Cross-Modal Attention Masked Modelling for Medical Language-Image Pre-Training
LaMI: Augmenting Large Language Models via Late Multi-Image Fusion
Compressing then Matching: An Efficient Pre-training Paradigm for Multimodal Embedding
Open Your Model’s Eyes: Video and Context-Aware Multimodal Backchannel Prediction
Bringing Real-World Relations into Video Generation with Graph-Structured Knowledge
Dynamic Emotion and Personality Profiling for Multimodal Deception Detection
Stable Language Guidance for Vision–Language–Action Models
Controlling Multimodal Conversational Agents with Coverage-Enhanced Latent Actions
Are We Using the Right Benchmark: An Evaluation Framework for Visual Token Compression Methods
Scaling Beyond Context: A Survey of Multimodal Retrieval-Augmented Generation for Document Understanding
Multi-Granularity Semantic Revision for Large Language Model Distillation
Simple-VGC: Enhancing Visual Grounding in Multimodal Reasoning via Adaptive Tool Composition
MSEarth: A Multimodal Benchmark for Earth Science Phenomenon Discovery with MLLMs
DPDV: Dual-Pathway and Dual-View Representation Learning for Bridging Information Asymmetry in Text-Video Retrieval
G-Cap: A Game Character Caption Generator
GuideDog: A Real-World Egocentric Multimodal Dataset for Blind and Low-Vision Accessibility-Aware Guidance
Spec-o3: A Tool-Augmented Vision-Language Agent for Rare Celestial Object Candidate Vetting via Automated Spectral Inspection
Revisit What You See: Revealing Visual Semantics in Vision Tokens to Guide LVLM Decoding
Editing the Moving World: Model Editing for Video LLMs
Bridging the Sensory Gap: Visual Injection for Taxonomy Completion
UNIKIE-BENCH: Benchmarking Large Multimodal Models for Key Information Extraction in Visual Documents
What’s Left Unsaid? Detecting and Correcting Misleading Omissions in Multimodal News Previews
Visually-Guided Policy Optimization for Multimodal Reasoning
Two Streams, One Sarcasm: Orthogonal Expert Tuning for Holistic Multimodal Sarcasm Understanding
VideoPro: Adaptive Program Reasoning for Long Video Understanding
DART: Disambiguation-Aware Reasoning for Video-guided Machine Translation
GAMBIT: A Gamified Jailbreak Framework for Multimodal Large Language Models
Flattery in Motion: Benchmarking and Analyzing Sycophancy in Video-LLMs
Protecting multimodal large language models against misleading visualizations
HERMES: KV Cache as Hierarchical Memory for Efficient Streaming Video Understanding
Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do
Z3D: Zero-Shot 3D Visual Grounding from Images
Is this chart lying to me? Automating the detection of misleading visualizations
Visual Attention Reasoning via Hierarchical Search and Self-Verification
VFA: Empoweing Multilingual MLLMs via Vision-Free Adaptation
KCVR: Knowledge-Centric Video Reconstruction for Structured Pedagogical Summarization via Dynamic Graph Planning
CityCube: Benchmarking Cross-view Spatial Reasoning on Vision-Language Models in Urban Environments
VisPCO: Visual Token Pruning Configuration Optimization via Budget-Aware Pareto-Frontier Learning for Vision-Language Models
UMMF: Protecting Copyright of Large Vision-Language Models through Unlearning-based Multimodal Memorization Fingerprint
SGPVT: Self-Generated Proximal Visual Tokens for Mitigating Proximal Collateral Damage in MLLM Unlearning
“I See What You Did There”: Can Large Vision-Language Models Understand Multimodal Puns?
Sparrow: Text-Anchored Window Attention with Visual-Semantic Glimpsing for Speculative Decoding in Video LLMs
MT³: A Synergistic Multi-Task RL Framework for Specializing MLLMs in Text Image Machine Translation
FineLAP: Taming Heterogeneous Supervision for Fine-grained Language-Audio Pretraining
MuSe: Multi-Stage Graph Reasoning via Vision-Language Models
From Experts to Bases: Orthogonal Subspace Mixture for Continual Multimodal Instruction Tuning
Unified Thinker: A General Reasoning Core for Image Generation
Visual and Memory–Augmented Soccer Commentary Generation
Visual Self-Fulfilling Alignment: Shaping Safety-Oriented Personas via Threat-Related Images
EchoVLM: Dynamic Mixture-of-Experts Vision-Language Model for Universal Ultrasound Intelligence
How Do LLMs and VLMs Understand Viewpoint Rotation Without Vision? An Interpretability Study
Towards Mitigating Modality Bias in Vision-Language Models for Temporal Action Localization
Vector Calligrapher: Generating Scalable Vector Graphics via Structured Linguistic Supervision
DMN: A Compositional Framework for Jailbreaking Multimodal LLMs with Multi-Image Inputs
ProgressLM: Towards Progress Reasoning in Vision-Language Models
Forest Before Trees: Latent Superposition for Efficient Visual Reasoning
From Verbatim to Gist: Distilling Pyramidal Multimodal Memory via Semantic Information Bottleneck for Long-Horizon Video Agents
MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching
Diffusion-CAM: Faithful Visual Explanations for dMLLMs
From Form to Logic: Masked Reconstruction and Reasoning Distillation for Short Video Fake News Detection
Decoding Scientific Experimental Images: The SPUR Benchmark for Perception, Understanding, and Reasoning
Rethinking Table Pruning in TableQA: From Sequential Revisions to Gold Trajectory-Supervised Parallel Search
HybridKV: Hybrid KV Cache Compression for Efficient Multimodal Large Language Model Inference
Breaking Down and Building Up: Mixture of Skill-Based Vision-and-Language Navigation Agents
Vista-LLM: Decoupled Query-Guided Visual Token Pruning for Efficient Long-Video Large Language Models
Scaling Law for Multimodal Large Language Model Supervised Fine-Tuning
CrochetBench: Can Vision-Language Models Move from Describing to Doing in Crochet Domain?
DORA: A Dual-Objective Reinforcement Learning Framework for Effective and Efficient Multimodal Agentic Search
Beyond Single-shot Writing: Deep Research Agents are Unreliable at Multi-turn Report Revision
FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models
From Charts to Code: A Hierarchical Benchmark for Multimodal Models
Unleashing Spatial Reasoning in Multimodal Large Language Models via Textual Representation Guided Reasoning
UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision
Why Multimodal In-Context Learning Lags Behind? Unveiling the Inner Mechanisms and Bottlenecks
When Seeing Overrides Knowing: Disentangling Knowledge Conflicts in Vision-Language Models
Believing without Seeing: Quality Scores for Contextualizing Vision-Language Model Explanations
MONETA: Multimodal Industry Classification through Geographic Information with Multi Agent Systems
SlideAgent: Hierarchical Agentic Framework for Multi-Page Visual Document Understanding
When Vision-Language Models Judge Without Seeing: Exposing Informativeness Bias
VIGNETTE: Socially Grounded Bias Evaluation for Vision-Language Models
SynthAgent: Adapting Web Agents with Synthetic Supervision
More Than Meets the Eye: Measuring the Semiotic Gap in Vision-Language Models via Semantic Anchorage
LAD-RAG: Layout-aware Dynamic RAG for Visually-Rich Document Understanding
Listening Like Humans: Semantics-Guided Noise-Robust Multimodal Speech Recognition
Cross-Modal Taxonomic Generalization in (Vision-) Language Models
MultiFinBen: Benchmarking Large Language Models for Multilingual and Multimodal Financial Application
Putting Captions to the Test: Evaluating Video Caption Quality through Multiple-Choice Question Answering
SceneAlign: Aligning Multimodal Reasoning to Scene Graphs in Complex Visual Scenes
From Inheritance to Saturation: Disentangling the Evolution of Visual Redundancy for Architecture-Aware MLLM Inference Acceleration
LENS: LLM-Enabled Narrative Synthesis for Mental Health by Aligning Multimodal Sensing with Language Models
Reference Attack: A New Cross-Modal Jailbreaking Attack against Multimodal Large Language Models
SAGE: Synergistic Adaptive Gating of Experts for Hateful Video Detection
HiKEY: Hierarchical Multimodal Retrieval for Open-Domain Document Question Answering
Seeing No Evil: Blinding Large Vision-Language Models to Safety Instructions via Adversarial Attention Hijacking
ChartAgent: A Multimodal Agent for Visually Grounded Reasoning in Complex Chart Question Answering
Progressive Multimodal Search and Reasoning for Knowledge-Intensive Visual Question Answering
Chain-of-Thought Compression Should Not Be Blind: V-Skip for Efficient Multimodal Reasoning via Dual-Path Anchoring
MVP: Enhancing Video Large Language Models via Self-supervised Masked Video Prediction
Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling
MTAVG-Bench: A Diagnostic Benchmark for Multi-Talker Dialogue-Centric Audio-Video Generation
Zero-Shot Multimodal Retrieval with Multi-Scale Contextual Representations
Beyond the Last Frame: Process-aware Evaluation for Generative Video Reasoning
VideoCuRL: Video Curriculum Reinforcement Learning with Orthogonal Difficulty Decomposition
Visual Inception: Compromising Long-term Planning in Agentic Recommenders via Multimodal Memory Poisoning
GeoArena: Evaluating Open-World Geographic Reasoning in Large Vision-Language Models
Measure Twice, Click Once: Co-evolving Proposer and Visual Critic via Reinforcement Learning for GUI Grounding
Retrieving to Recover: Towards Incomplete Audio-Visual Question Answering via Semantic-consistent Purification
USB: A COMPREHENSIVE AND UNIFIED SAFETY EVALUATION BENCHMARK FOR MULTIMODAL LARGE LANGUAGE MODELS
AEGIS: A Holistic Benchmark for Evaluating Forensic Analysis of AI-Generated Academic Images
MMAC: A Multilingual, Multimodal Alignment Framework for Cultural Grounding Evaluation
Rethinking Jailbreak Detection of Large Vision Language Models with Representational Contrastive Scoring
BoYaEval: Evaluating Multimodal Large Language Models on Understanding Ancient Chinese Musical Scores
Benchmarking Large Vision-Language Models on CFMME: A Comprehensive Chinese Financial Multimodal Evaluation Dataset
MACS: Modality-Aware Capacity Scaling for Efficient Multimodal MoE Inference
MIRTH: Mutual-Information Reasoning with Temporal Hubs for Vision-Language-Action Agents
Steganography Beyond Pixels: Reimagining Image Steganography as Cross-Modal Linguistic Communication
Omni-Embed-Audio: Leveraging Multimodal LLMs for Robust Audio-Text Retrieval
Enhancing Multimodal Large Language Models for Ancient Chinese Character Evolution Analysis via Glyph-Driven Fine-Tuning
See2Refine: Vision-Language Feedback Improves LLM-Based eHMI Action Designers
BiMol-Diff: A Unified Diffusion Framework for Molecular Generation and Captioning
PEAP: Proactive Embodied Action Sequence Planning with Joint Understanding of Vision and Audio Perception
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring
VIB-Probe: Detecting and Mitigating Hallucinations in Vision-Language Models via Variational Information Bottleneck
See the Forest for the Trees: Loosely Speculative Decoding via Visual-Semantic Guidance for Efficient Inference of Video LLMs
VRPO: Rethinking Value Modeling for Robust RL under Noisy Supervision in LLM Post-Training
Looking Beyond the One: Operationalizing and Eliciting Visual Ambiguity in VLLMs
JanusMM: A Benchmark for Self-Deprecation Understanding in Real-World Multimodal Conversations
Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models
TEMA: Anchor the Image, Follow the Text for Multi-Modification Composed Image Retrieval
Mitigating Action-Relation Hallucinations in LVLMs via Relation-aware Visual Enhancement
VLN-NF: Feasibility-Aware Vision-and-Language Navigation with False-Premise Instructions
EyeMulator: Improving Code Language Models by Mimicking Human Visual Attention
Chart-MRAG: Benchmarking Multimodal Retrieval Augmented Generation on Chart-based Documents
ReLook: Vision-Grounded RL with a Multimodal LLM Critic for Agentic Web Coding
Enhancing Agentic Textual Graph Retrieval with Synthetic Stepwise Supervision
Jailbreaking Multimodal Large Language Models using Multi-Clip Video
CogEvolve: A Multimodal Benchmark for Evaluating Relational Reasoning in Semantic Extension
VisRet: Visualization Improves Knowledge-Intensive Text-to-Image Retrieval
Mixture-of-Experts with Intermediate CTC Supervision for Accented Speech Recognition
Beyond Surface Features: Advancing Medical Vision-Language Alignment via Dynamic Evidence-Guided Preference Optimization
Cat-MoD: Accelerating Multimodal Alignment via Caption Token Guided Asymmetric Mixture-of-Depths
MPBoCo: Multimodal Prompt-based Boundary-enhanced Continual Framework for Joint Entity and Relation Extraction
When More Words Say Less: Decoupling Length and Specificity in Image Description Evaluation
AIM-CoT: Active Information-driven Multimodal Chain-of-Thought for Vision-Language Reasoning
Benchmarking Egocentric Clinical Intent Understanding Capability for Medical Multimodal Large Language Models
DocLens: A Tool-Augmented Multi-Agent Framework for Long Visual Document Understanding
LADR: Locality-Aware Dynamic Rescue for Efficient Text-to-Image Generation with Diffusion Large Language Models
Beyond Single View: A Comprehensive Benchmark for Medical Multimodal Large Language Models on Multi-Image Understanding
Video-MMMU: Evaluating Knowledge Acquisition from Multidisciplinary Professional Videos
Towards Fine-grained Audio Captioning with Multimodal Contextual Fusion
MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning
VCORE: Variance-Controlled Optimization-based Reweighting for Chain-of-Thought Supervision
VLN-MME: Diagnosing MLLMs as Language-guided Visual Navigation Agents
Semantic Hardness Is Not Visual Hardness: Sign-Aware Hard Negative Mining for Sign Language Retrieval
Benchmarking Deflection and Hallucination in Large Vision-Language Models
MagicBench: Diagnosing Visual Agency Loss and Semantic Dependency in Multimodal LLMs
Cultivating Forensic Reasoning for Generalizable Multimodal Manipulation Detection
FactVerse: A Benchmark for Factual Consistency in Interleaved Image–Text Generation
Latent Attention Denoising: A Training-Free Energy-Based Framework for Mitigating Hallucinations in Vision-Language Models
SDAR-VL: Stable and Efficient Block-wise Diffusion for Vision-Language Understanding
DIXITWORLD: Evaluating Multimodal Abductive Reasoning in Vision-Language Models with Multi-Agent Dixit Gameplay
MARS-RA: Rank Aggregation for Credit Assignment via Multimodal Comparisons in Embodied Multi-Agent Cooperation
Interleaved Latent Visual Reasoning with Selective Perceptual Modeling
Think before Go: Hierarchical Reasoning for Image-goal Navigation
Zero-shot Jianzi Recognition as Structured Visual Information Extraction in Open Compositional Symbolic Systems
Generating Attribution Reports for Manipulated Facial Images: A Dataset and Baseline
Beyond the Panorama: Training-Free Hierarchical Perception-Reasoning for Fine-Grained Vision in MLLMs
OSCBench: Benchmarking Object State Change in Text-to-Video Generation
MirrorCAPTCHA: Wild CAPTCHA, Wild Distribution, Wild Web-based Platform Meet Multimodal LLM Agents
Seeing but Not Thinking: Routing Distraction in Multimodal Mixture-of-Experts
MIND Your Reasoning: A Meta-Cognitive Intuitive-Reflective Network for Dual-Reasoning in Multimodal Stance Detection
QA-MoE: Towards a Continuous Reliability Spectrum with Quality-Aware Mixture of Experts for Robust Multimodal Sentiment Analysis
Evo-PI: Aligning Medical Reasoning via Evolving Principle-Guided Supervision
Diagnosing Spatial Consistency across Perspectives and Viewpoints in Large Vision-Language Models
Multimodal Large Language Models for Multi-Subject In-Context Image Generation
VC-Inspector: Advancing Reference-free Evaluation of Video Captions with Factual Analysis
MM-PoisonRAG: Disrupting Multimodal RAG with Local and Global Knowledge Poisoning Attacks
Follow the Flow: On Information Flow Across Textual Tokens in Text-to-Image Models
Evaluating Visual Narrative Coherence in Story Visualization via Diversified Storylines
Improving the Distributional Alignment of LLMs using Supervision
GameplayQA: A Benchmarking Framework for Decision-Dense POV-Synced Multi-Video Understanding of 3D Virtual Agents
L2Dir: Integrating L₂-Norm and Directional Alignment for Unsupervised Contrastive Representation Learning in Multimodal Retrieval
CityVG: Contrastive Fine-Tuning and Reward-Based Chain-of-Thought Reasoning for Zero-Shot City-Scale 3D Visual Grounding
Utility-Oriented Visual Evidence Selection for Multimodal Retrieval-Augmented Generation
KG-ViP: Bridging Knowledge Grounding and Visual Perception in Multi-modal LLMs for Visual Question Answering
SOAR: Supervision from Observation for Agentic Reinforcement Learning
Specializing Large Models for Oracle Bone Script Interpretation via Component-Grounded Multimodal Knowledge Augmentation
ARF-RLHF: Adaptive Reward-Following for RLHF through Emotion-Driven Self-Supervision and Trace-Biased Dynamic Optimization
MUSEG: Reinforcing Video Temporal Understanding via Timestamp-Aware Multi-Segment Grounding
VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG
Flow-Based Page Unique Semantic Mapping Architecture for Document Visual Question Answering
Probing Audio-Visual Reasoning in Multimodal Language Models through the Lens of Audio
The Side Effects of Being Smart: Safety Risks in MLLMs’ Multi-Image Reasoning
From Detection to Understanding: Multi-Turn Reasoning for Video Misinformation Analysis
VisAidMath: Benchmarking Visual-Aided Mathematical Reasoning
Glyph: Scaling Context Windows via Visual-Text Compression
DiVE: Decoupling Intra-layer Visual Evidence for Mitigating Hallucinations in Large Vision-Language Models
MARD: Module-Aware Reasoning Distillation for Language Models with Adaptive Supervision
Dashboard2Code: Evaluating Multimodal Models on Reconstructing Interactive Dashboards
Omni-I2C: A Holistic Benchmark for High-Fidelity Image-to-Code Generation
When Background Matters: Breaking Medical Vision Language Models by Transferable Attack
ImmersiveTTS: Environment-Aware Text-to-Speech with Multimodal Diffusion Transformer and Domain-Specific Representation Alignment
Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering
v-HUB: A Benchmark for Video Humor Understanding from Vision and Sound
EmoS: A High‑Fidelity Multimodal Benchmark for Fine-grained Streaming Emotional Understanding
HowToNarrate: A General-Domain Benchmark for Synchronized Video Narration with External Knowledge
Black-Box Membership Inference Attacks for Video Training Data in Multimodal Large Language Models
Mitigating Safety Context Amnesia in Multimodal Reasoning Models via Intent-Guided Safety Reasoning
Figure It Out: Improve the Frontier of Reasoning with Executable Visual States
AttnPO: Attention-Guided Process Supervision for Efficient Reasoning
Measuring Social Bias in Vision-Language Models with Face-Only Counterfactuals from Real Photos
Textual Steering Vectors Can Improve Visual Understanding in Multimodal Large Language Models
Afri-MCQA: Multimodal Cultural Question Answering for African Languages
E-ViC: Reasoning Beyond Text via Embodied Visual Chain for Spatial Intelligence
MessToClean: Evidence-Grounded Structure-Preserving Reconstruction for Real-World Degraded Exam Paper Images
GROKE: Vision-Free Navigation Instruction Evaluation via Graph Reasoning on OpenStreetMap
Emotion-Wheel-Guided Audio-Referred Text Representation for Multimodal Emotion Recognition in Conversation
LongVideoAgent: Multi-Agent Reasoning with Long Videos
MirrorQA: Benchmarking Multimodal LLMs on Mirror-Orientation Reasoning
Tiny Scales, Great Challenges: The Limits of Multimodal LLMs in Scale Recognition
M³-VQA: A Benchmark for Multimodal, Multi-Entity, Multi-Hop Visual Question Answering
Mem-Gallery: Benchmarking Multimodal Long-Term Conversational Memory for MLLM Agents
Beyond Static Alignment: Adaptive Arbitration for Semantic Incongruence in Semi-Supervised Multimodal Sentiment Analysis
The Visual Iconicity Challenge: Evaluating Vision-Language Models on Sign Language Form–Meaning Mapping
From Competition to Synergy: Unlocking Reinforcement Learning for Subject-Driven Image Generation
Deep-Reporter: Deep Research for Grounded Multimodal Long-Form Generation
Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks
Multimodal Safety Evaluation in Generative Agent Social Simulations
SafeMT: Multi-turn Safety for Multimodal Language Models
Lightweight and Faithful Visual Condition Checking in Behavior Trees via Expert-Regularized Reinforcement Learning
Prosody as Supervision: Bridging the Non-Verbal–Verbal for Multilingual Speech Emotion Recognition
Mechanisms of Prompt-Induced Hallucination in Vision–Language Models
VeriTaS: The First Dynamic Benchmark for Multimodal Automated Fact-Checking
AV-Dialog: Spoken Dialogue Models with Audio-Visual Input
A Survey of Multimodal Mathematical Reasoning: From Perception, Alignment to Reasoning
ViLL-E: Video LLM Embeddings for Retrieval
Locate and Explain: Joint Multimodal Emotion Cause Extraction and Summarization in Conversation
ServImage: An Image Generation and Editing Benchmark from Real-world Commercial Imaging Services
FAIRGAMER: Evaluating Social Biases in LLM-Based Video Game NPCs
Response-G1: Explicit Scene Graph Modeling for Proactive Streaming Video Understanding
POLYCHARTQA: Benchmarking Large Vision-Language Models with Multilingual Chart Question Answering
Do MLLMs Capture How Interfaces Guide User Behavior? A Benchmark for Multimodal UI/UX Design Understanding
Automatic and Reliable Evaluation for Academic Caption-to-Figure Generation with LMMs
INFACT: A Diagnostic Benchmark for Induced Faithfulness and Factuality Hallucinations in Video-LLMs
When Does Language Matter? Multilingual Instructions Reveal Step-wise Language Sensitivity in Vision-Language-Action Models
Benchmarking Fine-Grained Error Detection in Multimodal Reasoning
SciMDR: Advancing Scientific Multimodal Document Reasoning
VL-Calibration: Decoupled Confidence Calibration for Large Vision-Language Models Reasoning
I2E: From Image Pixels to Actionable Interactive Environments for Text-Guided Image Editing
MMErroR: A Benchmark for Erroneous Reasoning in Vision-Language Models
Revealing the Seen, Imagining the Beyond: A Survey of Image-Grounded Chain-of-Thought Reasoning in Multimodal LLMs
OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Models
Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning
Does RLVR Extend Reasoning Boundaries? Investigating Capability Expansion in Vision-Language Models
Perception, Understanding and Reasoning: A Multimodal Benchmark for Video Fake News Detection
Learning Invariant Modality Representation for Robust Multimodal Learning from a Causal Inference Perspective
Mind’s Eye: A Benchmark of Visual Abstraction, Transformation and Composition for Multimodal LLMs
CEBC: Conformal Evidence-Bounded Control for Low-Hallucination Vision–Language Generation
Rethinking Composed Image Retrieval Evaluation: A Fine-Grained Benchmark from Image Editing
From Words to Pixels: A Comprehensive Survey on Large Language Models in Visual Segmentation
Agentic Very Long Video Understanding
Chain-of-Thought Degrades Visual Spatial Reasoning Capabilities of Multimodal LLMs
DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation
LOTUS: Evolving Multimodal Unlearning via Hyperbolic Entailment and Lorentz Transport
MathSight: A Benchmark Exploring Have Vision-Language Models Really Seen in University-Level Mathematical Reasoning?
REVEALER: Reinforcement-Guided Visual Reasoning for Element-Level Text-Image Alignment Evaluation
MegaRAG: Multimodal Knowledge Graph-Based Retrieval Augmented Generation