大模型对齐与安全

LAB: Large-Scale Alignment for ChatBots

Shivchander Sudalairaj, Abhishek Bhandwaldar, Aldo Pareja, Kai Xu, David D. Cox, Akash Srivastava

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.LG

Comments Corresponding Author: Akash Srivastava. Equal Contribution: Shivchander Sudalairaj, Abhishek Bhandwaldar, Aldo Pareja, Akash Srivastava, Code: https://github.com/instructlab

Algorithms for Learning Kernels Based on Centered Alignment

Corinna Cortes, Mehryar Mohri, Afshin Rostamizadeh

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI、cs.LG

Journal ref Journal of Machine Learning Research 13 (2012) 795-828

Prefix Text as a Yarn: Eliciting Non-English Alignment in Foundation Language Model

Runzhe Zhan, Xinyi Yang, Derek F. Wong, Lidia S. Chao, Yue Zhang

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.AI

DELAN: Dual-Level Alignment for Vision-and-Language Navigation by Cross-Modal Contrastive Learning

Mengfei Du, Binhao Wu, Jiwen Zhang, Zhihao Fan, Zejun Li, Ruipu Luo, Xuanjing Huang, Zhongyu Wei

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.LG

Comments Accepted by LREC-COLING 2024

Towards Safety and Helpfulness Balanced Responses via Controllable Large Language Models

Yi-Lin Tuan, Xilun Chen, Eric Michael Smith, Louis Martin, Soumya Batra, Asli Celikyilmaz, William Yang Wang, Daniel M. Bikel

专题命中 其他安全 ：safety(title,abstract)；分类 cs.CL、cs.AI

Empowering Autonomous Driving with Large Language Models: A Safety Perspective

Yixuan Wang, Ruochen Jiao, Sinong Simon Zhan, Chengtian Lang, Chao Huang, Zhaoran Wang, Zhuoran Yang, Qi Zhu

专题命中 其他安全 ：safety(title,abstract)；分类 cs.AI、cs.LG

Comments Accepted to LLMAgent workshop @ICLR2024

VidLA: Video-Language Alignment at Scale

Mamshad Nayeem Rizve, Fan Fei, Jayakrishnan Unnikrishnan, Son Tran, Benjamin Z. Yao, Belinda Zeng, Mubarak Shah, Trishul Chilimbi

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.LG

Comments Accepted to CVPR 2024

Contextual Moral Value Alignment Through Context-Based Aggregation

Pierre Dognin, Jesus Rios, Ronny Luss, Inkit Padhi, Matthew D Riemer, Miao Liu, Prasanna Sattigeri, Manish Nagireddy, Kush R. Varshney, Djallel Bouneffouf

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.AI

On the Essence and Prospect: An Investigation of Alignment Approaches for Big Models

Xinpeng Wang, Shitong Duan, Xiaoyuan Yi, Jing Yao, Shanlin Zhou, Zhihua Wei, Peng Zhang, Dongkuan Xu, Maosong Sun, Xing Xie

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.AI

Comments 23 pages, 7 figures

Agent Alignment in Evolving Social Norms

Shimin Li, Tianxiang Sun, Qinyuan Cheng, Xipeng Qiu

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.AI

Comments Work in progress

Two Heads Are Better Than One: Integrating Knowledge from Knowledge Graphs and Large Language Models for Entity Alignment

Linyao Yang, Hongyang Chen, Xiao Wang, Jing Yang, Fei-Yue Wang, Han Liu

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.AI

Concept Alignment

Sunayana Rane, Polyphony J. Bruna, Ilia Sucholutsky, Christopher Kello, Thomas L. Griffiths

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI、cs.LG

Comments NeurIPS MP2 Workshop 2023

ELLA-V: Stable Neural Codec Language Modeling with Alignment-guided Sequence Reordering

Yakun Song, Zhuo Chen, Xiaofei Wang, Ziyang Ma, Xie Chen

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.AI

Comments Working in progress

Polynomial Precision Dependence Solutions to Alignment Research Center Matrix Completion Problems

Rico Angell

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI、cs.LG

The Problem of Alignment

Tsvetelina Hristova, Liam Magee, Karen Soldatic

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.CY

Comments 23 pages, 1 figure

AI-Based Energy Transportation Safety: Pipeline Radial Threat Estimation Using Intelligent Sensing System

Chengyuan Zhu, Yiyuan Yang, Kaixiang Yang, Haifeng Zhang, Qinmin Yang, C. L. Philip Chen

专题命中 其他安全 ：safety(title,abstract)；分类 cs.AI、cs.LG

Comments The 38th Annual AAAI Conference on Artificial Intelligence (AAAI 2024)

Foundational Moral Values for AI Alignment

Betty Li Hou, Brian Patrick Green

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI、cs.CY

Comments AI meets Moral Philosophy and Moral Psychology Workshop, 37th Conference on Neural Information Processing Systems (NeurIPS 2023)

AST: Effective Dataset Distillation through Alignment with Smooth and High-Quality Expert Trajectories

Jiyuan Shen, Wenzhuo Yang, Kwok-Yan Lam

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI、cs.LG

Attention Alignment and Flexible Positional Embeddings Improve Transformer Length Extrapolation

Ta-Chung Chi, Ting-Han Fan, Alexander I. Rudnicky

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.LG

AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language Models

Rui Zhang, Yixin Su, Bayu Distiawan Trisedya, Xiaoyan Zhao, Min Yang, Hong Cheng, Jianzhong Qi

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.LG

Comments 14 pages, 5 figures, 4 tables, IEEE Transactions on Knowledge and Data Engineering

Alignment with human representations supports robust few-shot learning

Ilia Sucholutsky, Thomas L. Griffiths

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.AI、cs.LG

Comments Spotlight at NeurIPS 2023

Parameter-Efficient Cross-lingual Transfer of Vision and Language Models via Translation-based Alignment

Zhen Zhang, Jialu Wang, Xin Eric Wang

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.AI

Comments Findings of EMNLP

Quantum-AI empowered Intelligent Surveillance: Advancing Public Safety Through Innovative Contraband Detection

Syed Atif Ali Shah, Nasir Algeelani, Najeeb Al-Sammarraie

专题命中 其他安全 ：safety(title,abstract)；分类 cs.AI、cs.LG

Gloss Alignment Using Word Embeddings

Harry Walsh, Ozge Mercanoglu Sincan, Ben Saunders, Richard Bowden

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.AI

Comments 4 pages, 4 figures, 2023 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW)

Cross-modal Attention Congruence Regularization for Vision-Language Relation Alignment

Rohan Pandey, Rulin Shao, Paul Pu Liang, Ruslan Salakhutdinov, Louis-Philippe Morency

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.LG

Comments ACL 2023

Exploring the Relationship between Alignment and Cross-lingual Transfer in Multilingual Transformers

Félix Gaschi, Patricio Cerda, Parisa Rastin, Yannick Toussaint

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.AI

Quick Dense Retrievers Consume KALE: Post Training Kullback Leibler Alignment of Embeddings for Asymmetrical dual encoders

Daniel Campos, Alessandro Magnani, ChengXiang Zhai

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.AI

Comments SustaiNLP2023 @ ACL 2023, 8 pages, 4 figures, 30 tables

Dual-Alignment Pre-training for Cross-lingual Sentence Embedding

Ziheng Li, Shaohan Huang, Zihan Zhang, Zhi-Hong Deng, Qiang Lou, Haizhen Huang, Jian Jiao, Furu Wei, Weiwei Deng, Qi Zhang

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.AI

Comments ACL 2023

Language Model Decoding as Likelihood-Utility Alignment

Martin Josifoski, Maxime Peyrard, Frano Rajic, Jiheng Wei, Debjit Paul, Valentin Hartmann, Barun Patra, Vishrav Chaudhary, Emre Kıcıman, Boi Faltings, Robert West

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.LG

Comments Accepted at EACL (Findings) 2023

Improving Complex Knowledge Base Question Answering via Question-to-Action and Question-to-Question Alignment

Yechun Tang, Xiaoxia Cheng, Weiming Lu

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL、cs.AI