Value Alignment

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Period ending 2026-09-21

14 new papers

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Period ending 2026-09-14

16 new papers

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Period ending 2026-09-07

19 new papers

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581 papers

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  1. Breaking the Reasoning Horizon in Entity Alignment Foundation Models

    Jan 29, 2026Yuanning Cui, Zequn Sun, Wei Hu +2Graph Foundation ModelKnowledge Graphs

  2. MASCOT: Multi-Agent Socio-Collaborative Companion Systems

    Jan 20, 2026Yiyang Wang, Yiqiao Jin, Alex Cabral +1Multi-Agent SystemsBehavioral Alignment

  3. Preserving Fairness and Safety in Quantized LLMs Through Critical Weight Protection

    Jan 17, 2026Muhammad Alif Al Hakim, Alfan Farizki Wicaksono, Fajri KotoLarge Language Model QuantizationLarge Language Model Safety

  4. Labels have Human Values: Value Calibration of Subjective Tasks

    Jan 10, 2026Mohammed Fayiz Parappan, Ricardo HenaoSubjectivityHuman Values

  5. Towards Multi-modal Multi-turn Safety: From Agentic Interaction to Strategic Alignment

    Jan 8, 2026Han Zhu, Jiale Chen, Chengkun Cai +8Safety AlignmentMulti-Modal Large Language Models

  6. Safety Is Not Universal: The Selective Safety Trap in LLM Alignment

    Jan 7, 2026Iago Alves Brito, Walcy Santos Rezende Rios, Julia Soares Dollis +2Large Language Model SafetyLarge Language Model Alignment

  7. Value-Action Alignment in Large Language Models under Privacy-Prosocial Conflict

    Jan 7, 2026Guanyu Chen, Chenxiao Yu, Xiyang HuLarge Language Model AlignmentAI Privacy Risks and Protection

  8. HAL: Inducing Human-likeness in LLMs with Alignment

    Jan 6, 2026Masum Hasan, Junjie Zhao, Ehsan HoqueValue Alignment

  9. Improved Bounds for Private and Robust Alignment

    Dec 29, 2025Wenqian Weng, Yi He, Xingyu ZhouLarge Language Model AlignmentAdversarial Corruption

  10. DuaDeep-SeqAffinity: Dual-Branch Deep Learning for Tri-Stream Sequence-Based Antibody--Antigen Affinity Prediction

    Dec 26, 2025Aicha Boutorh, Soumia Bouyahiaoui, Manel Kara Laouar +3AntibodySequence Modeling

  11. Shapley-based Data Valuation for LLM Alignment via Sequential Preference Optimization

    Dec 12, 2025Mélissa Tamine, Otmane Sakhi, Benjamin Heymann +2Large Language Model AlignmentShapley Value

  12. Large language models replicate and predict human cooperation across experiments in game theory

    Nov 6, 2025Andrea Cera Palatsi, Samuel Martin-Gutierrez, Ana S. Cardenal +1Large Language Model Decision-MakingBehavioral Alignment

  13. Value Drifts: Tracing Value Alignment During LLM Post-Training

    Oct 30, 2025Mehar Bhatia, Shravan Nayak, Gaurav Kamath +4Large Language Model AlignmentLarge Language Model Post-Training

  14. OpenReward: Learning to Reward Long-form Agentic Tasks via Reinforcement Learning

    Oct 28, 2025Ziyou Hu, Zhengliang Shi, Minghang Zhu +5Process Reward ModelingLarge Language Model Evaluation

  15. A Unified Geometric Space for Topological Alignment Between Transformer-Based Models and Human Brain Networks

    Oct 28, 2025Silin Chen, Yuzhong Chen, Caiwei Wang +9Human Brain NetworksTransformer Attention

  16. Navigating the Alignment-Calibration Trade-off: A Pareto-Superior Frontier via Model Merging

    Oct 20, 2025Tiancheng Hu, Benjamin Minixhofer, Nigel CollierValue AlignmentLLM Post-Training Methods

  17. TopoAlign: A Framework for Aligning Code to Math via Topological Decomposition

    Oct 13, 2025Yupei Li, Philipp Borchert, Gerasimos LampourasAutoformalizationFormalization

  18. Interaction Protocol Shapes Moral Judgment in Multi-Agent Debate

    Oct 11, 2025Pratik S. Sachdeva, Tom van NuenenMulti-Agent DebateMoral Reasoning

  19. Distribution Preference Optimization: A Fine-grained Perspective for LLM Unlearning

    Oct 6, 2025Kai Qin, Jiaqi Wu, Jianxiang He +8Large Language Model UnlearningLarge Language Model Post-Training

  20. Uncovering the Computational Ingredients of Human-Like Representations in LLMs

    Oct 1, 2025Zach Studdiford, Timothy T. Rogers, Kushin Mukherjee +1Large Language Model AlignmentMulti-Head Self-Attention

  21. Predicting Effects, Missing Distributions: Evaluating LLMs as Human Behavior Simulators in Operations Management

    Sep 30, 2025Runze Zhang, Xiaowei Zhang, Mingyang ZhaoUser SimulationLarge Language Model Performance

  22. Turning the Spell Around: Lightweight Alignment Amplification via Rank-One Safety Injection

    Aug 28, 2025Harethah Abu Shairah, Hasan Abed Al Kader Hammoud, George Turkiyyah +1Safety AlignmentLarge Language Model Alignment

  23. FlexP-SFT: A Flexible Aggregation-Free Framework for On-Device Personalized Split Federated Fine-Tuning of LLMs

    Aug 14, 2025Jiaxiang Geng, Tianjun Yuan, Pengchao Han +3Heterogeneous Edge DevicesValue Alignment

  24. MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE

    Jul 29, 2025Junzhe Li, Yutao Cui, Tao Huang +8Flow-GrpoGroup Relative Policy Optimization

  25. ESSA: Evolutionary Strategies for Scalable Alignment

    Jul 6, 2025Daria Korotyshova, Boris Shaposhnikov, Alexey Malakhov +7Large Language Model AlignmentLarge Models

  26. "Is This Really a Human Peer Supporter?": Misalignments Between Peer Supporters and Experts in LLM-Supported Interactions

    Jun 11, 2025Kellie Yu Hui Sim, Roy Ka-Wei Lee, Kenny Tsu Wei ChooMental Health SupportPeers

  27. Chasing Moving Targets with Online Self-Play Reinforcement Learning for Safer Language Models

    Jun 9, 2025Mickel Liu, Liwei Jiang, Yancheng Liang +4Large Language Model SafetySafety Alignment

  28. AgentMisalignment: Measuring the Propensity for Misaligned Behaviour in LLM-Based Agents

    Jun 4, 2025Akshat Naik, Emma Gouné, Patrick Quinn +4Large Language Model AgentsLlm-Based Agent

  29. Graph Alignment for Benchmarking Graph Neural Networks and Learning Positional Encodings

    May 19, 2025Adrien Lagesse, Marc LelargeGraph Neural NetworksExponential Random Graph Models

  30. Dual-Difficulty Curriculum Learning for Direct Preference Optimization

    Apr 10, 2025Mengyang Li, Haozhan Geng, Zhong Zhang +1Large Language Model AlignmentDirect Preference Optimization

  31. Truthful or Fabricated? Using Causal Attribution to Mitigate Reward Hacking in Explanations

    Apr 7, 2025Pedro Ferreira, Wilker Aziz, Ivan TitovExplanation FaithfulnessChain-of-Thought Reasoning

  32. Evolutionary Guided Decoding: Iterative Value Refinement for LLMs

    Mar 4, 2025Zhenhua Liu, Lijun Li, Ruizhe Chen +5Large Language Model AlignmentDiffusion Language Models

  33. Societal Alignment Frameworks Can Improve LLM Alignment

    Feb 27, 2025Karolina Stańczak, Nicholas Meade, Mehar Bhatia +14Large Language Model AlignmentInteraction Design

  34. OM4OV: Leveraging Ontology Matching for Ontology Versioning

    Sep 30, 2024Zhangcheng Qiang, Kerry Taylor, Weiqing WangOntologyOpen-Vocabulary

  35. Decoupled Alignment for Robust Plug-and-Play Adaptation

    Jun 3, 2024Haozheng Luo, Jiahao Yu, Wenxin Zhang +9Large Language Model AlignmentLarge Language Model Adaptation

  36. Modelling Human Values for Value-Aware Multi-Agent Systems

    Feb 9, 2024Nardine Osman, Mark d'InvernoHuman ValuesMulti-Agent Systems

  37. Learning Consumer Preferences from Bundle Sales Data

    Sep 11, 2022Ningyuan Chen, Setareh Farajollahzadeh, Qingwei Jin +2Discrete Choice ModelsOnline Shoppers Purchasing Intention

  38. FastE: Readout-Triggered Token Compression for LLM Embedding Inference

    Date pendingJinsong Shu, Jinyong Wen, Baokun Wang +4Large Language Model CompressionLLM Inference Efficiency

  39. Aligning Language Models with Observational Data: Opportunities and Risks from a Causal Perspective

    Date pendingErfan LoghmaniLarge Language Model Fine-TuningLarge Language Model Performance

  40. Cross-lingual brain-language model alignment is robust but challenges hierarchical and computational accounts

    Date pendingNi Yang, Rui He, Philipp Homan +3Cross-Lingual ConsistencyLatent Representation Alignment

  41. Alignment Reduces Expressed but Not Encoded Gender Bias: A Unified Framework and Study

    Date pendingNour Bouchouchi, Thibault Laugel, Xavier Renard +3Large Language Model BiasGender Bias