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Papers
DOLLAR: Few-Step Video Generation via Distillation and Latent Reward Optimization
ICCV 2025
DreamDPO: Aligning Text-to-3D Generation with Human Preferences via Direct Preference Optimization
ICML 2025
Enhancing Question Generation through Diversity-Seeking Reinforcement Learning with Bilevel Policy Decomposition
AAAI 2025
Enhancing Reward Models for High-quality Image Generation: Beyond Text-Image Alignment
ICCV 2025
Enhancing RLHF with Human Gaze Modeling
EMNLP 2025
EQA-RM: A Generative Embodied Reward Model with Test-time Scaling
EMNLP 2025
Evaluating Judges as Evaluators: The JETTS Benchmark of LLM-as-Judges as Test-Time Scaling Evaluators
ICML 2025
Evaluating the Role of Verifiers in Test-Time Scaling for Legal Reasoning Tasks
EMNLP 2025
Ferret: Faster and Effective Automated Red Teaming with Reward-Based Scoring Technique
EMNLP 2025
Finding the Sweet Spot: Preference Data Construction for Scaling Preference Optimization
ACL 2025
FloorPlan-LLaMa: Aligning Architects’ Feedback and Domain Knowledge in Architectural Floor Plan Generation
ACL 2025
Focus-N-Fix: Region-Aware Fine-Tuning for Text-to-Image Generation
CVPR 2025
Free2Guide: Training-Free Text-to-Video Alignment using Image LVLM
ICCV 2025
From Lists to Emojis: How Format Bias Affects Model Alignment
ACL 2025
GenARM: Reward Guided Generation with Autoregressive Reward Model for Test-Time Alignment
ICLR 2025
Generating Questions Under Discussion with Reinforcement Learning using Ranking and Scoring for Reward and Evaluation
IJCNLP 2025
Genius: A Generalizable and Purely Unsupervised Self-Training Framework For Advanced Reasoning
ACL 2025
Google Translate’s Research Submission to WMT2025
EMNLP 2025
Graph-Reward-SQL: Execution-Free Reinforcement Learning for Text-to-SQL via Graph Matching and Stepwise Reward
EMNLP 2025
HAF-RM: A Hybrid Alignment Framework for Reward Model Training
ACL 2025
HelpSteer2-Preference: Complementing Ratings with Preferences
ICLR 2025
How to Evaluate Reward Models for RLHF
ICLR 2025
HS-STaR: Hierarchical Sampling for Self-Taught Reasoners via Difficulty Estimation and Budget Reallocation
EMNLP 2025
HW-TSC at Multilingual Counterspeech Generation
COLING 2025
Hybrid Preferences: Learning to Route Instances for Human vs. AI Feedback
ACL 2025