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Papers
Igniting Creative Writing in Small Language Models: LLM-as-a-Judge versus Multi-Agent Refined Rewards
EMNLP 2025
Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment
CVPR 2025
Improve LLM-as-a-Judge Ability as a General Ability
EMNLP 2025
Improving Reward Model Generalization from Adversarial Process Enhanced Preferences
ICML 2025
Improving Reward Models with Synthetic Critiques
NAACL 2025
In2X at WMT25 Translation Task
EMNLP 2025
In-Dataset Trajectory Return Regularization for Offline Preference-based Reinforcement Learning
AAAI 2025
Integrating Symbolic Execution into the Fine-Tuning of Code-Generating LLMs
NAACL 2025
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model
ACL 2025
Interpreting Language Reward Models via Contrastive Explanations
ICLR 2025
Inverse Constitutional AI: Compressing Preferences into Principles
ICLR 2025
Inverse Reinforcement Learning Meets Large Language Model Alignment
ACL 2025
IPO: Your Language Model is Secretly a Preference Classifier
ACL 2025
Is Best-of-N the Best of Them? Coverage, Scaling, and Optimality in Inference-Time Alignment
ICML 2025
IterComp: Iterative Composition-Aware Feedback Learning from Model Gallery for Text-to-Image Generation
ICLR 2025
Joint Reward and Policy Learning with Demonstrations and Human Feedback Improves Alignment
ICLR 2025
JudgeBench: A Benchmark for Evaluating LLM-Based Judges
ICLR 2025
Learning LLM-as-a-Judge for Preference Alignment
ICLR 2025
LEGEND: Leveraging Representation Engineering to Annotate Safety Margin for Preference Datasets
AAAI 2025
Let's Verify and Reinforce Image Generation Step by Step
CVPR 2025
Leveraging Sub-Optimal Data for Human-in-the-Loop Reinforcement Learning
ICLR 2025
LLM Alignment as Retriever Optimization: An Information Retrieval Perspective
ICML 2025
LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback
ACL 2025
LongReward: Improving Long-context Large Language Models with AI Feedback
ACL 2025
Lost in the Context: Insufficient and Distracted Attention to Contexts in Preference Modeling
ACL 2025