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On Valency

published · living versions
W_zr9mr299·v1 · currentpublished
Diagnosing the Reference Gap: What Visual Scaffolds Can and Cannot Fix in Multimodal Reasoning
with Guizhen Chen, Weiwen Xu, Wotao Yin, Hou Pong Chan
1 version

Preprints & journals

132 papers in the corpus · 2014–2026
Truth in Contrast: Calibrated Factual Evidence from Language Model Likelihoods2610.23527v1 · Ponhvoan Srey, Jason Lucas, Pittawat Taveekitworachai et al.2026 · 0 citationsarXiv
Copying Is Not Grounding: Training Faithful Long-Form RAG with Authored-Sentence Credit2610.18442v1 · Hoang Pham, Duc Anh Vu, Duy Tung Doan et al.2026 · 0 citationsarXiv
Collective Bias Mitigation via Model Routing and Collaboration2610.03240v1 · Mingzhe Du, Luu Anh Tuan, Xiaobao Wu et al.2026 · 0 citationsarXiv
SCAD: Structured Credit Assignment and Distillation for Long-Horizon Agents2610.03372v3 · Shangyang Wu, Shuai Zhao, Ziyue Zhu et al.2026 · 0 citationsarXiv
A Survey of Direct Preference Optimization: Datasets, Theories, Variants, and Applications.42301828 · Xiao, Wenyi, Wang, Zechuan, Gan, Leilei et al.2026 · 1 citationIEEE transactions on pattern analysis and machine intelligence. 2026;48(10):13079-13098
Measuring the Checker: Mutation Analysis for GPU-Kernel Benchmark Oracles2609.22220v1 · Mingzhe Du, Anh Tuan Luu, Dong Huang et al.2026 · 0 citationsarXiv
ECLIPSE: Self-Evolving Stealthy Prompt Injection Attack against Long-Horizon Agentic Systems2608.30441v2 · Shiqian Zhao, Yangfan Zhou, Xinfeng Li et al.2026 · 0 citationsarXiv
MatReplace: A Reference-Free, Conditioning-Aligned Benchmark for Material Replacement in Interior Scenes2608.24107v1 · Mingzhe Du, Thong Thanh Nguyen, Nguyen Tran Cong Duy et al.2026 · 0 citationsarXiv
Reinforcing Step-level Reasoning for Effective Self-Correction in LLMs2608.11573v2 · Vu Duc Anh, Nhat M. Hoang, Do Xuan Long et al.2026 · 0 citationsarXiv
Mastermind: Strategy-grounded Learning for Repository-Scale Vulnerability Reproduction2607.01764v2 · Mingzhe Du, Luu Anh Tuan, Tianyi Wu et al.2026 · 0 citationsarXiv
Don't Read Everything: A Curvature-Conditioned Query for Linear Attention2606.01294v2 · Dong Le, Thong Nguyen, Cong-Duy Nguyen et al.2026 · 0 citationsarXiv
WINDQuant: Weight-Informed Neural Decision-Making for Global Mixed-Precision LLM Quantization2605.26660v2 · Phong Nam Huu Nguyen, Khoi M. Le, Cong-Duy T Nguyen et al.2026 · 0 citationsarXiv
Eulerian Motion Guidance: Robust Image Animation via Bidirectional Geometric Consistency2605.06280v5 · Thong Nguyen, Khoi M. Le, Cong-Duy Nguyen et al.2026 · 0 citationsarXiv
ONOTE: Hypergraph-Grounded Omnimodal Reasoning for Computational Music Science2604.20719v2 · Menghe Ma, Siqing Wei, Yuecheng Xing et al.2026 · 0 citationsarXiv
Paper Espresso: From Paper Overload to Research Insight2604.04562v1 · Mingzhe Du, Luu Anh Tuan, Dong Huang et al.2026 · 0 citationsarXiv
Towards Reliable Truth-Aligned Uncertainty Estimation in Large Language Models2604.00445v2 · Ponhvoan Srey, Quang Minh Nguyen, Xiaobao Wu et al.2026 · 0 citationsarXiv
BenchBench: Benchmarking Automated Benchmark Generation2603.20807v1 · Yandan Zheng, Haoran Luo, Zhenghong Lin et al.2026 · 0 citationsarXiv
More Bias, Less Bias: BiasPrompting for Enhanced Multiple-Choice Question Answering2511.20086v1 · Duc Anh Vu, Thong Nguyen, Cong-Duy Nguyen et al.2025 · 0 citationsarXiv
Rethinking Reasoning: A Survey on Reasoning-based Backdoors in LLMs2510.07697v1 · Man Hu, Xinyi Wu, Zuofeng Suo et al.2025 · 0 citationsarXiv
Contextual Representation Flow Across Depth in State-Space and Transformer Architectures2510.06640v3 · Nhat M. Hoang, Do Xuan Long, Cong-Duy Nguyen et al.2025 · 0 citationsarXiv
P2P: A Poison-to-Poison Remedy for Reliable Backdoor Defense in LLMs2510.04503v2 · Shuai Zhao, Xinyi Wu, Shiqian Zhao et al.2025 · 0 citationsarXiv
GeoPQA: Bridging the Visual Perception Gap in MLLMs for Geometric Reasoning2509.17437v1 · Guizhen Chen, Weiwen Xu, Hao Zhang et al.2025 · 3 citationsarXiv
Unsupervised Hallucination Detection by Inspecting Reasoning Processes2509.10004v1 · Ponhvoan Srey, Xiaobao Wu, Anh Tuan Luu2025 · 1 citationarXiv
Graph-R1: Towards Agentic GraphRAG Framework via End-to-end Reinforcement Learning2507.21892v2 · Haoran Luo, Haihong E, Guanting Chen et al.2025 · 1 citationICML 2026
ClozeMath: Improving Mathematical Reasoning in Language Models by Learning to Fill Equations2506.03763v1 · Quang Hieu Pham, Thuy Duong Nguyen, Tung Pham et al.2025 · 0 citationsarXiv
Three Minds, One Legend: Jailbreak Large Reasoning Model with Adaptive Stacked Ciphers2505.16241v3 · Viet-Anh Nguyen, Shiqian Zhao, Gia Dao et al.2025 · 0 citationsarXiv
SCOPE: Compress Mathematical Reasoning Steps for Efficient Automated Process Annotation2505.14419v1 · Huimin Xu, Xin Mao, Feng-Lin Li et al.2025 · 0 citationsarXiv
A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment2504.15585v4 · Kun Wang, Guibin Zhang, Zhenhong Zhou et al.2025 · 1 citationarXiv
Aspect-Based Summarization with Self-Aspect Retrieval Enhanced Generation2504.13054v1 · Yichao Feng, Shuai Zhao, Yueqiu Li et al.2025 · 0 citationsarXiv
HyperGraphRAG: Retrieval-Augmented Generation via Hypergraph-Structured Knowledge Representation2503.21322v3 · Haoran Luo, Haihong E, Guanting Chen et al.2025 · 10 citationsNeurIPS 2025
CutPaste&Find: Efficient Multimodal Hallucination Detector with Visual-aid Knowledge Base2502.12591v2 · Cong-Duy Nguyen, Xiaobao Wu, Duc Anh Vu et al.2025 · 0 citationsarXiv
SeaExam and SeaBench: Benchmarking LLMs with Local Multilingual Questions in Southeast Asia2502.06298v1 · Chaoqun Liu, Wenxuan Zhang, Jiahao Ying et al.2025 · 3 citationsarXiv
KBQA-o1: Agentic Knowledge Base Question Answering with Monte Carlo Tree Search2501.18922v4 · Haoran Luo, Haihong E, Yikai Guo et al.2025 · 1 citationICML 2025
MRAG: A Modular Retrieval Framework for Time-Sensitive Question Answering2412.15540v2 · Zhang Siyue, Xue Yuxiang, Zhang Yiming et al.2024 · 0 citationsarXiv
Career total: 199 works. 132 are in this corpus.Showing the 50 most recent.

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