Unlocking Decoding-time Controllability: Gradient-Free Multi-Objective
Alignment with Contrastive Prompts

Unlocking Decoding-time Controllability: Gradient-Free Multi-Objective Alignment with Contrastive Prompts

9 August 2024

Rui Yan

Papers citing "Unlocking Decoding-time Controllability: Gradient-Free Multi-Objective Alignment with Contrastive Prompts"

9 / 9 papers shown

Title
ParetoHqD: Fast Offline Multiobjective Alignment of Large Language Models using Pareto High-quality Data Haoran Gu Handing Wang Yi Mei Mengjie Zhang Yaochu Jin 17 0 0 23 Apr 2025
Robust Multi-Objective Controlled Decoding of Large Language Models Seongho Son William Bankes Sangwoong Yoon Shyam Sundhar Ramesh Xiaohang Tang Ilija Bogunovic 39 0 0 11 Mar 2025
Rewards-in-Context: Multi-objective Alignment of Foundation Models with Dynamic Preference Adjustment Rui Yang Xiaoman Pan Feng Luo Shuang Qiu Han Zhong Dong Yu Jianshu Chen 89 65 0 15 Feb 2024
SafeDecoding: Defending against Jailbreak Attacks via Safety-Aware Decoding Zhangchen Xu Fengqing Jiang Luyao Niu Jinyuan Jia Bill Yuchen Lin Radha Poovendran AAML 129 82 0 14 Feb 2024
A Roadmap to Pluralistic Alignment Taylor Sorensen Jared Moore Jillian R. Fisher Mitchell L. Gordon Niloofar Mireshghallah ... Liwei Jiang Ximing Lu Nouha Dziri Tim Althoff Yejin Choi 65 75 0 07 Feb 2024
Decoding-time Realignment of Language Models Tianlin Liu Shangmin Guo Leonardo Bianco Daniele Calandriello Quentin Berthet Felipe Llinares-López Jessica Hoffmann Lucas Dixon Michal Valko Mathieu Blondel AI4CE 45 11 0 05 Feb 2024
Panacea: Pareto Alignment via Preference Adaptation for LLMs Yifan Zhong Chengdong Ma Xiaoyuan Zhang Ziran Yang Haojun Chen Qingfu Zhang Siyuan Qi Yaodong Yang 41 30 0 03 Feb 2024
KTO: Model Alignment as Prospect Theoretic Optimization Kawin Ethayarajh Winnie Xu Niklas Muennighoff Dan Jurafsky Douwe Kiela 153 437 0 02 Feb 2024
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022