Counterfactual Segmentation Reasoning: Diagnosing and Mitigating Pixel-Grounding Hallucination
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Xinzhuo, Juvekar, Adheesh, Zhang, Jiaxun, Liu, Xingyou, Wahed, Muntasir, Nguyen, Kiet A., Shen, Yifan, Yu, Tianjiao, Lourentzou, Ismini |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
CALICO: Part-Focused Semantic Co-Segmentation with Large Vision-Language Models
by: Nguyen, Kiet A., et al.
Published: (2024)
by: Nguyen, Kiet A., et al.
Published: (2024)
PRIMA: Multi-Image Vision-Language Models for Reasoning Segmentation
by: Wahed, Muntasir, et al.
Published: (2024)
by: Wahed, Muntasir, et al.
Published: (2024)
DreamPartGen: Semantically Grounded Part-Level 3D Generation via Collaborative Latent Denoising
by: Yu, Tianjiao, et al.
Published: (2026)
by: Yu, Tianjiao, et al.
Published: (2026)
Uncertainty in Action: Confidence Elicitation in Embodied Agents
by: Yu, Tianjiao, et al.
Published: (2025)
by: Yu, Tianjiao, et al.
Published: (2025)
Part$^{2}$GS: Part-aware Modeling of Articulated Objects using 3D Gaussian Splatting
by: Yu, Tianjiao, et al.
Published: (2025)
by: Yu, Tianjiao, et al.
Published: (2025)
MOCHA: Are Code Language Models Robust Against Multi-Turn Malicious Coding Prompts?
by: Wahed, Muntasir, et al.
Published: (2025)
by: Wahed, Muntasir, et al.
Published: (2025)
CoRe3D: Collaborative Reasoning as a Foundation for 3D Intelligence
by: Yu, Tianjiao, et al.
Published: (2025)
by: Yu, Tianjiao, et al.
Published: (2025)
Best of Both Worlds: Multimodal Reasoning and Generation via Unified Discrete Flow Matching
by: Susladkar, Onkar, et al.
Published: (2026)
by: Susladkar, Onkar, et al.
Published: (2026)
PyraTok: Language-Aligned Pyramidal Tokenizer for Video Understanding and Generation
by: Susladkar, Onkar, et al.
Published: (2026)
by: Susladkar, Onkar, et al.
Published: (2026)
Tiny but Trusted: Efficient Vision-Language Reasoning for Time-Series Anomaly Detection
by: Zhou, Xiaona, et al.
Published: (2026)
by: Zhou, Xiaona, et al.
Published: (2026)
PurpCode: Reasoning for Safer Code Generation
by: Liu, Jiawei, et al.
Published: (2025)
by: Liu, Jiawei, et al.
Published: (2025)
RewardFlow: Generate Images by Optimizing What You Reward
by: Susladkar, Onkar, et al.
Published: (2026)
by: Susladkar, Onkar, et al.
Published: (2026)
Commonsense for Zero-Shot Natural Language Video Localization
by: Holla, Meghana, et al.
Published: (2023)
by: Holla, Meghana, et al.
Published: (2023)
Phantom: Physics-Infused Video Generation via Joint Modeling of Visual and Latent Physical Dynamics
by: Shen, Ying, et al.
Published: (2026)
by: Shen, Ying, et al.
Published: (2026)
ELBA: Learning by Asking for Embodied Visual Navigation and Task Completion
by: Shen, Ying, et al.
Published: (2023)
by: Shen, Ying, et al.
Published: (2023)
3D-VCD: Hallucination Mitigation in 3D-LLM Embodied Agents through Visual Contrastive Decoding
by: Ogunleye, Makanjuola, et al.
Published: (2026)
by: Ogunleye, Makanjuola, et al.
Published: (2026)
RAVEL: Rare Concept Generation and Editing via Graph-driven Relational Guidance
by: Venkatesh, Kavana, et al.
Published: (2024)
by: Venkatesh, Kavana, et al.
Published: (2024)
Fine-Grained Preference Optimization Improves Spatial Reasoning in VLMs
by: Shen, Yifan, et al.
Published: (2025)
by: Shen, Yifan, et al.
Published: (2025)
Mitigating Prompt-Induced Hallucinations in Large Language Models via Structured Reasoning
by: Hao, Jinbo, et al.
Published: (2026)
by: Hao, Jinbo, et al.
Published: (2026)
HalluGuard: Evidence-Grounded Small Reasoning Models to Mitigate Hallucinations in Retrieval-Augmented Generation
by: Bergeron, Loris, et al.
Published: (2025)
by: Bergeron, Loris, et al.
Published: (2025)
Counterfactual Probing for Hallucination Detection and Mitigation in Large Language Models
by: Feng, Yijun
Published: (2025)
by: Feng, Yijun
Published: (2025)
Dialectic-Med: Mitigating Diagnostic Hallucinations via Counterfactual Adversarial Multi-Agent Debate
by: Lu, Zhixiang, et al.
Published: (2026)
by: Lu, Zhixiang, et al.
Published: (2026)
EgoForge: Goal-Directed Egocentric World Simulator
by: Shen, Yifan, et al.
Published: (2026)
by: Shen, Yifan, et al.
Published: (2026)
Are LLMs Court-Ready? Evaluating Frontier Models on Indian Legal Reasoning
by: Juvekar, Kush, et al.
Published: (2025)
by: Juvekar, Kush, et al.
Published: (2025)
Mitigating Multimodal Hallucinations via Gradient-based Self-Reflection
by: Wang, Shan, et al.
Published: (2025)
by: Wang, Shan, et al.
Published: (2025)
A Large-Scale Benchmark for Vietnamese Sentence Paraphrases
by: Nguyen, Sang Quang, et al.
Published: (2025)
by: Nguyen, Sang Quang, et al.
Published: (2025)
Mitigating Hallucinations in Large Vision-Language Models by Self-Injecting Hallucinations
by: Lu, Yifan, et al.
Published: (2025)
by: Lu, Yifan, et al.
Published: (2025)
Mitigating Hallucinations in Large Language Models via Causal Reasoning
by: Li, Yuangang, et al.
Published: (2025)
by: Li, Yuangang, et al.
Published: (2025)
What if...?: Thinking Counterfactual Keywords Helps to Mitigate Hallucination in Large Multi-modal Models
by: Kim, Junho, et al.
Published: (2024)
by: Kim, Junho, et al.
Published: (2024)
DSC2025 -- ViHallu Challenge: Detecting Hallucination in Vietnamese LLMs
by: Nguyen, Anh Thi-Hoang, et al.
Published: (2026)
by: Nguyen, Anh Thi-Hoang, et al.
Published: (2026)
Introducing a new hyper-parameter for RAG: Context Window Utilization
by: Juvekar, Kush, et al.
Published: (2024)
by: Juvekar, Kush, et al.
Published: (2024)
FASA: Frequency-aware Sparse Attention
by: Wang, Yifei, et al.
Published: (2026)
by: Wang, Yifei, et al.
Published: (2026)
Pixel-Level Reasoning Segmentation via Multi-turn Conversations
by: Cai, Dexian, et al.
Published: (2025)
by: Cai, Dexian, et al.
Published: (2025)
Counterfactual Debating with Preset Stances for Hallucination Elimination of LLMs
by: Fang, Yi, et al.
Published: (2024)
by: Fang, Yi, et al.
Published: (2024)
Analyzing and Mitigating Object Hallucination: A Training Bias Perspective
by: Li, Yifan, et al.
Published: (2025)
by: Li, Yifan, et al.
Published: (2025)
Smoothing Out Hallucinations: Mitigating LLM Hallucination with Smoothed Knowledge Distillation
by: Nguyen, Hieu, et al.
Published: (2025)
by: Nguyen, Hieu, et al.
Published: (2025)
Detection and Mitigation of Hallucination in Large Reasoning Models: A Mechanistic Perspective
by: Sun, Zhongxiang, et al.
Published: (2025)
by: Sun, Zhongxiang, et al.
Published: (2025)
Mitigating Hallucination on Hallucination in RAG via Ensemble Voting
by: Xie, Zequn, et al.
Published: (2026)
by: Xie, Zequn, et al.
Published: (2026)
CounterVid: Counterfactual Video Generation for Mitigating Action and Temporal Hallucinations in Video-Language Models
by: Poppi, Tobia, et al.
Published: (2026)
by: Poppi, Tobia, et al.
Published: (2026)
KDCM: Reducing Hallucination in LLMs through Explicit Reasoning Structures
by: Hao, Jinbo, et al.
Published: (2026)
by: Hao, Jinbo, et al.
Published: (2026)
Similar Items
-
CALICO: Part-Focused Semantic Co-Segmentation with Large Vision-Language Models
by: Nguyen, Kiet A., et al.
Published: (2024) -
PRIMA: Multi-Image Vision-Language Models for Reasoning Segmentation
by: Wahed, Muntasir, et al.
Published: (2024) -
DreamPartGen: Semantically Grounded Part-Level 3D Generation via Collaborative Latent Denoising
by: Yu, Tianjiao, et al.
Published: (2026) -
Uncertainty in Action: Confidence Elicitation in Embodied Agents
by: Yu, Tianjiao, et al.
Published: (2025) -
Part$^{2}$GS: Part-aware Modeling of Articulated Objects using 3D Gaussian Splatting
by: Yu, Tianjiao, et al.
Published: (2025)