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Papers
SimPER: A Minimalist Approach to Preference Alignment without Hyperparameters
ICLR 2025
Slamming: Training a Speech Language Model on One GPU in a Day
ACL 2025
SnowMaster: Comprehensive Real-world Image Desnowing via MLLM with Multi-Model Feedback Optimization
CVPR 2025
Spatial Preference Rewarding for MLLMs Spatial Understanding
ICCV 2025
SPPD: Self-training with Process Preference Learning Using Dynamic Value Margin
EMNLP 2025
Square$χ$PO: Differentially Private and Robust $χ^2$-Preference Optimization in Offline Direct Alignment
ICML 2025
Structured Policy Optimization: Enhance Large Vision-Language Model via Self-referenced Dialogue
ICCV 2025
Style Outweighs Substance: Failure Modes of LLM Judges in Alignment Benchmarking
ICLR 2025
Style Transfer with Multi-iteration Preference Optimization
NAACL 2025
Super(ficial)-alignment: Strong Models May Deceive Weak Models in Weak-to-Strong Generalization
ICLR 2025
SymDPO: Boosting In-Context Learning of Large Multimodal Models with Symbol Demonstration Direct Preference Optimization
CVPR 2025
TCPO: Thought-Centric Preference Optimization for Effective Embodied Decision-making
EMNLP 2025
Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences
ACL 2025
Teaching Models to Balance Resisting and Accepting Persuasion
NAACL 2025
The Fellowship of the LLMs: Multi-Model Workflows for Synthetic Preference Optimization Dataset Generation
ACL 2025
Thinking LLMs: General Instruction Following with Thought Generation
ICML 2025
Think-Search-Patch: A Retrieval-Augmented Reasoning Framework for Repository-Level Code Repair
EMNLP 2025
Token-level Preference Self-Alignment Optimization for Multi-style Outline Controllable Generation
ACL 2025
Training Language Model to Critique for Better Refinement
ACL 2025
TRANS-ZERO: Self-Play Incentivizes Large Language Models for Multilingual Translation Without Parallel Data
ACL 2025
T-REG: Preference Optimization with Token-Level Reward Regularization
ACL 2025
Tuning Less, Prompting More: In-Context Preference Learning Pipeline for Natural Language Transformation
EMNLP 2025
Tuning Timestep-Distilled Diffusion Model Using Pairwise Sample Optimization
ICLR 2025
Two Heads Are Better Than One: Dual-Model Verbal Reflection at Inference-Time
EMNLP 2025
Uncertainty-Aware Iterative Preference Optimization for Enhanced LLM Reasoning
ACL 2025