{"total":66,"rows":[{"id":"2607.15495","title":"Verbalizable Representations Form a Global Workspace in Language Models","created":"2026-07-16","cited_by_count":75,"area":null},{"id":"2505.23558","title":"Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information","created":"2025-05-29","cited_by_count":28,"area":"lr"},{"id":"2509.21789","title":"Visual Multi-Agent System: Mitigating Hallucination Snowballing via Visual Flow","created":"2025-09-26","cited_by_count":13,"area":"mllm"},{"id":"2507.09184","title":"MCA-LLaVA: Manhattan Causal Attention for Reducing Hallucination in Large Vision-Language Models","created":"2025-07-12","cited_by_count":12,"area":"mllm"},{"id":"2512.12069","title":"Rethinking Jailbreak Detection of Large Vision Language Models with Representational Contrastive Scoring","created":"2025-12-12","cited_by_count":11,"area":"lr"},{"id":"2511.20032","title":"Tell Model Where to Look: Mitigating Hallucinations in MLLMs by Vision-Guided Attention","created":"2025-11-25","cited_by_count":9,"area":null},{"id":"2601.20279","title":"Hallucination Begins Where Saliency Drops","created":"2026-01-28","cited_by_count":9,"area":"mllm"},{"id":"2510.01274","title":"TraceDet: Hallucination Detection from the Decoding Trace of Diffusion Large Language Models","created":"2025-09-30","cited_by_count":8,"area":null},{"id":"2601.05159","title":"Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering","created":"2026-01-08","cited_by_count":8,"area":"mllm"},{"id":"2604.14090","title":"From Weights to Activations: Is Steering the Next Frontier of Adaptation?","created":"2026-04-15","cited_by_count":8,"area":null},{"id":"2512.18813","title":"Revealing Perception and Generation Dynamics in LVLMs: Mitigating Hallucinations via Validated Dominance Correction","created":"2025-12-21","cited_by_count":7,"area":"mllm"},{"id":"2605.13156","title":"Dual-Pathway Circuits of Object Hallucination in Vision-Language Models","created":"2026-05-13","cited_by_count":7,"area":"lr"},{"id":"2510.12851","title":"Silence is Golden: Mitigating Hallucinations in Large Audio-Language Models via Layer-Weighted Vector Steering","created":"2025-10-14","cited_by_count":6,"area":null},{"id":"2512.07730","title":"SAVE: Sparse Autoencoder-Driven Visual Information Enhancement for Mitigating Object Hallucination","created":"2025-12-08","cited_by_count":5,"area":"mllm"},{"id":"2602.01047","title":"Residual Decoding: Mitigating Hallucinations in Large Vision-Language Models via History-Aware Residual Guidance","created":"2026-02-01","cited_by_count":5,"area":"mllm"},{"id":"2602.04268","title":"KVSmooth: Mitigating Hallucination in Multi-modal Large Language Models through Key-Value Smoothing","created":"2026-02-04","cited_by_count":5,"area":"mllm"},{"id":"2603.14117","title":"Improving Visual Reasoning with Iterative Evidence Refinement","created":"2026-03-14","cited_by_count":5,"area":"lr"},{"id":"2509.23379","title":"CCD: Mitigating Hallucinations in Radiology MLLMs via Clinical Contrastive Decoding","created":"2025-09-27","cited_by_count":4,"area":"mllm"},{"id":"2601.00659","title":"CRoPS: A Training-Free Hallucination Mitigation Framework for Vision-Language Models","created":"2026-01-02","cited_by_count":4,"area":"mllm"},{"id":"2604.22774","title":"When VLMs 'Fix' Students: Identifying and Penalizing Over-Correction in the Evaluation of Multi-line Handwritten Math OCR","created":"2026-04-01","cited_by_count":4,"area":null},{"id":"2512.12089","title":"VEGAS: Mitigating Hallucinations in Large Vision-Language Models via Vision-Encoder Attention Guided Adaptive Steering","created":"2025-12-12","cited_by_count":3,"area":"mllm"},{"id":"2604.15809","title":"Aligning What Vision-Language Models See and Perceive with Adaptive Information Flow","created":"2026-04-17","cited_by_count":3,"area":"mllm"},{"id":"2604.25642","title":"Prefill-Time Intervention for Mitigating Hallucination in Large Vision-Language Models","created":"2026-04-28","cited_by_count":3,"area":"mllm"},{"id":"2606.29431","title":"FADE: Mitigating Hallucinations by Reducing Language-Prior Dominance in Large Vision-Language Models","created":"2026-06-28","cited_by_count":3,"area":"mllm"},{"id":"2506.01247","title":"Beyond Interpretability: When, Why, and How Sparse Autoencoders Enable Label-Free Visual Steering","created":"2025-06-02","cited_by_count":2,"area":"mechinterp"},{"id":"2603.10360","title":"One Token, Two Fates: A Unified Framework via Vision Token Manipulation Against MLLMs Hallucination","created":"2026-03-11","cited_by_count":2,"area":null},{"id":"2511.08535","title":"Large Sign Language Models: Toward 3D American Sign Language Translation","created":"2025-11-11","cited_by_count":1,"area":null},{"id":"2511.10292","title":"Adaptive Residual-Update Steering for Low-Overhead Hallucination Mitigation in Large Vision Language Models","created":"2025-11-13","cited_by_count":1,"area":"mllm"},{"id":"2601.13707","title":"Attention-space Contrastive Guidance for Efficient Hallucination Mitigation in LVLMs","created":"2026-01-20","cited_by_count":1,"area":null},{"id":"2602.09825","title":"SAKED: Mitigating Hallucination in Large Vision-Language Models via Stability-Aware Knowledge Enhanced Decoding","created":"2026-02-10","cited_by_count":1,"area":"mllm"},{"id":"2602.18711","title":"HIME: Mitigating Object Hallucinations in LVLMs via Hallucination Insensitivity Model Editing","created":"2026-02-21","cited_by_count":1,"area":"mllm"},{"id":"2603.00207","title":"VisRef: Visual Refocusing while Thinking Improves Test-Time Scaling in Multi-Modal Large Reasoning Models","created":"2026-02-27","cited_by_count":1,"area":"lr"},{"id":"2603.10978","title":"GroundCount: Grounding Vision-Language Models with Object Detection for Mitigating Counting Hallucinations","created":"2026-03-11","cited_by_count":1,"area":"lr"},{"id":"2603.14825","title":"Two Birds, One Projection: Harmonizing Safety and Utility in LVLMs via Inference-time Feature Projection","created":"2026-03-16","cited_by_count":1,"area":"mllm"},{"id":"2604.12357","title":"ReflectCAP: Detailed Image Captioning with Reflective Memory","created":"2026-04-14","cited_by_count":1,"area":null},{"id":"2605.01733","title":"GEASS: Gated Evidence-Adaptive Selective Caption Trust for Vision-Language Models","created":"2026-05-03","cited_by_count":1,"area":"mllm"},{"id":"2605.08245","title":"When Language Overwrites Vision: Over-Alignment and Geometric Debiasing in Vision-Language Models","created":"2026-05-07","cited_by_count":1,"area":"mllm"},{"id":"2605.10622","title":"Vocabulary Hijacking in LVLMs: Unveiling Critical Attention Heads by Excluding Inert Tokens to Mitigate Hallucination","created":"2026-05-11","cited_by_count":1,"area":"mllm"},{"id":"2605.10676","title":"Not Blind but Silenced: Rebalancing Vision and Language via Adversarial Counter-Commonsense Equilibrium","created":"2026-05-11","cited_by_count":1,"area":null},{"id":"2606.07647","title":"Steer Where It Matters: Token-Level Visual-Sensitivity Steering for LVLMs Hallucination Mitigation","created":"2026-06-02","cited_by_count":1,"area":"mllm"},{"id":"2606.11400","title":"Steering Where to Listen: Instruction-Based Activation Steering Redirects Temporal Attention in Large Audio-Language Models","created":"2026-06-09","cited_by_count":1,"area":"mechinterp"},{"id":"2512.05546","title":"Conscious Gaze: Adaptive Attention Mechanisms for Hallucination Mitigation in Vision-Language Models","created":"2025-12-05","cited_by_count":0,"area":"mllm"},{"id":"2602.02004","title":"ClueTracer: Question-to-Vision Clue Tracing for Training-Free Hallucination Suppression in Multimodal Reasoning","created":"2026-02-02","cited_by_count":0,"area":"lr"},{"id":"2603.25088","title":"Visual Attention Drifts,but Anchors Hold:Mitigating Hallucination in Multimodal Large Language Models via Cross-Layer Visual Anchors","created":"2026-03-26","cited_by_count":0,"area":"mllm"},{"id":"2604.00913","title":"Benchmarking and Mechanistic Analysis of Vision-Language Models for Cross-Depiction Assembly Instruction Alignment","created":"2026-04-01","cited_by_count":0,"area":"mllm"},{"id":"2604.01036","title":"Aligning Recommendations with User Popularity Preferences","created":"2026-04-01","cited_by_count":0,"area":null},{"id":"2604.23443","title":"Revisiting Greedy Decoding for Visual Question Answering: A Calibration Perspective","created":"2026-04-25","cited_by_count":0,"area":null},{"id":"2605.01827","title":"Referring Multiple Regions with Large Multimodal Models via Contextual Latent Steering","created":"2026-05-03","cited_by_count":0,"area":"mllm"},{"id":"2605.04874","title":"Uncertainty-Aware Exploratory Direct Preference Optimization for Multimodal Large Language Models","created":"2026-05-06","cited_by_count":0,"area":"mllm"},{"id":"2605.08145","title":"Self-Captioning Multimodal Interaction Tuning: Amplifying Exploitable Redundancies for Robust Vision Language Models","created":"2026-05-03","cited_by_count":0,"area":"mllm"},{"id":"2605.21980","title":"Interpreting and Enhancing Emotional Circuits in Large Vision-Language Models via Cross-Modal Information Flow","created":"2026-05-21","cited_by_count":0,"area":"mllm"},{"id":"2605.24957","title":"Mitigating Object Hallucinations in Vision-Language Models through Region-Aware Attention Recalibration","created":"2026-05-24","cited_by_count":0,"area":"mllm"},{"id":"2605.25036","title":"Language Bias in LVLMs: From In-Depth Analysis to Simple and Effective Mitigation","created":"2026-05-24","cited_by_count":0,"area":"mllm"},{"id":"2606.11792","title":"MultiToP: Learning to Patch Visual Tokens to Mitigate Hallucinations in Video Large Multimodal Models","created":"2026-06-10","cited_by_count":0,"area":"mllm"},{"id":"2607.29079","title":"Faster but Different: Diagnosing and Controlling Content Drift in Accelerated Multimodal Diffusion Language Models","created":"2026-07-31","cited_by_count":0,"area":"mllm"},{"id":"2608.21819","title":"PatchGate: Narrowing the Verbalization Gap with Intrinsic Object Inventories in Frozen Vision-Language Models","created":"2026-08-22","cited_by_count":0,"area":"mllm"},{"id":"2608.28058","title":"Dynamic Alignment Compensation for Hallucination Mitigation in Large Vision-Language Models","created":"2026-08-28","cited_by_count":0,"area":"mllm"},{"id":"2609.09206","title":"MLLMs Hallucinate when Information Distribution Drifts in Synergy Heads","created":"2026-09-05","cited_by_count":0,"area":"mllm"},{"id":"2609.26071","title":"StrataVLA: Hierarchical and Efficient 3D Geometric Grounding for Vision-Language-Action Models","created":"2026-08-03","cited_by_count":0,"area":"mllm"},{"id":"2609.30993","title":"FLIP: Final Layer Inference-Time Probing for Vision-Language Models","created":"2026-09-25","cited_by_count":0,"area":"mllm"},{"id":"2609.33855","title":"Program-Verified Self-Evolution for Vision-Language Models","created":"2026-09-27","cited_by_count":0,"area":"mllm"},{"id":"2609.38098","title":"NeuronEye: Query-Guided Visual Concept Activation for Vision-Language Reasoning","created":"2026-09-29","cited_by_count":0,"area":"lr"},{"id":"2609.38282","title":"Improving OCR Faithfulness via Gated and Attenuated On-Policy Distillation","created":"2026-09-29","cited_by_count":0,"area":"mllm"},{"id":"2610.00024","title":"Encoded but Disconnected: Decomposing Vision-Language Model Failures under a Patching Null","created":"2026-09-01","cited_by_count":0,"area":null},{"id":"2610.18141","title":"Mitigating Cross-Modal Hallucinations by Correcting Modality Misrouting in Omnimodal LLMs","created":"2026-10-13","cited_by_count":0,"area":null},{"id":"2610.18173","title":"TRACESTEER: Trace Driven Activation Steering for Hallucination Mitigation in Diffusion Language Models","created":"2026-10-13","cited_by_count":0,"area":"diffusion"}],"next_cursor":null}