大模型对齐与安全

SememeLM: A Sememe Knowledge Enhanced Method for Long-tail Relation Representation

Shuyi Li, Shaojuan Wu, Xiaowang Zhang, Zhiyong Feng

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

WirelessLLM: Empowering Large Language Models Towards Wireless Intelligence

Jiawei Shao, Jingwen Tong, Qiong Wu, Wei Guo, Zijian Li, Zehong Lin, Jun Zhang

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

Exploring the Determinants of Pedestrian Crash Severity Using an AutoML Approach

Amir Rafe, Patrick A. Singleton

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

Towards Robust Instruction Tuning on Multimodal Large Language Models

Wei Han, Hui Chen, Soujanya Poria

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

Comments 24 pages, 7 figures

Open-Endedness is Essential for Artificial Superhuman Intelligence

Edward Hughes, Michael Dennis, Jack Parker-Holder, Feryal Behbahani, Aditi Mavalankar, Yuge Shi, Tom Schaul, Tim Rocktaschel

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

Self-Specialization: Uncovering Latent Expertise within Large Language Models

Junmo Kang, Hongyin Luo, Yada Zhu, Jacob Hansen, James Glass, David Cox, Alan Ritter, Rogerio Feris, Leonid Karlinsky

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

Comments ACL 2024 (Findings; Long Paper)

From Tarzan to Tolkien: Controlling the Language Proficiency Level of LLMs for Content Generation

Ali Malik, Stephen Mayhew, Chris Piech, Klinton Bicknell

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

Journal ref In Findings of the Association for Computational Linguistics (ACL 2024)

Data Quality in Edge Machine Learning: A State-of-the-Art Survey

Mohammed Djameleddine Belgoumri, Mohamed Reda Bouadjenek, Sunil Aryal, Hakim Hacid

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

Comments 31 pages, 5 figures

Multimodal Reasoning with Multimodal Knowledge Graph

Junlin Lee, Yequan Wang, Jing Li, Min Zhang

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

Comments Accepted by ACL 2024 (Main Conference)

Correctable Landmark Discovery via Large Models for Vision-Language Navigation

Bingqian Lin, Yunshuang Nie, Ziming Wei, Yi Zhu, Hang Xu, Shikui Ma, Jianzhuang Liu, Xiaodan Liang

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

Comments Accepted by TPAMI 2024

Do Large Language Models Perform the Way People Expect? Measuring the Human Generalization Function

Keyon Vafa, Ashesh Rambachan, Sendhil Mullainathan

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

Comments To appear in ICML 2024

Code Pretraining Improves Entity Tracking Abilities of Language Models

Najoung Kim, Sebastian Schuster, Shubham Toshniwal

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

Stress-Testing Capability Elicitation With Password-Locked Models

Ryan Greenblatt, Fabien Roger, Dmitrii Krasheninnikov, David Krueger

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

From One to Many: Expanding the Scope of Toxicity Mitigation in Language Models

Luiza Pozzobon, Patrick Lewis, Sara Hooker, Beyza Ermis

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

Semantic Objective Functions: A distribution-aware method for adding logical constraints in deep learning

Miguel Angel Mendez-Lucero, Enrique Bojorquez Gallardo, Vaishak Belle

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

Comments 12 pages,4 figures

Large Language Models Help Reveal Unhealthy Diet and Body Concerns in Online Eating Disorders Communities

Minh Duc Chu, Zihao He, Rebecca Dorn, Kristina Lerman

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

How Reliable AI Chatbots are for Disease Prediction from Patient Complaints?

Ayesha Siddika Nipu, K M Sajjadul Islam, Praveen Madiraju

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

Comments 24th IEEE International Conference on Information Reuse and Integration (IEEE IRI 2024), San Jose, CA, USA

Offline Reinforcement Learning with Imbalanced Datasets

Li Jiang, Sijie Cheng, Jielin Qiu, Haoran Xu, Wai Kin Chan, Zhao Ding

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

Journal ref ICML 2023, workshop on Data-centric Machine Learning Research

Editing Knowledge Representation of Language Model via Rephrased Prefix Prompts

Yuchen Cai, Ding Cao, Rongxi Guo, Yaqin Wen, Guiquan Liu, Enhong Chen

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

Comments 19pages,3figures

MoDem-V2: Visuo-Motor World Models for Real-World Robot Manipulation

Patrick Lancaster, Nicklas Hansen, Aravind Rajeswaran, Vikash Kumar

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

Comments 10 pages, 8 figures

Evaluating and Optimizing Educational Content with Large Language Model Judgments

Joy He-Yueya, Noah D. Goodman, Emma Brunskill

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

Comments 11 pages

LMFlow: An Extensible Toolkit for Finetuning and Inference of Large Foundation Models

Shizhe Diao, Rui Pan, Hanze Dong, Ka Shun Shum, Jipeng Zhang, Wei Xiong, Tong Zhang

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

Comments Published in NAACL 2024 Demo Track

Evaluating Large Language Models for Structured Science Summarization in the Open Research Knowledge Graph

Vladyslav Nechakhin, Jennifer D'Souza, Steffen Eger

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

Comments 22 pages, 11 figures. In review at https://www.mdpi.com/journal/information/special_issues/WYS02U2GTD

Rapid Mobile App Development for Generative AI Agents on MIT App Inventor

Jaida Gao, Calab Su, Etai Miller, Kevin Lu, Yu Meng

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

Journal ref Journal of advances in information science and technology 2(3) 1-8, March 2024

GRSN: Gated Recurrent Spiking Neurons for POMDPs and MARL

Lang Qin, Ziming Wang, Runhao Jiang, Rui Yan, Huajin Tang

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

A Survey of Graph Meets Large Language Model: Progress and Future Directions

Yuhan Li, Zhixun Li, Peisong Wang, Jia Li, Xiangguo Sun, Hong Cheng, Jeffrey Xu Yu

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

Comments IJCAI 2024 Survey Track

Driver Activity Classification Using Generalizable Representations from Vision-Language Models

Ross Greer, Mathias Viborg Andersen, Andreas Møgelmose, Mohan Trivedi

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

Evaluating the Stability of Semantic Concept Representations in CNNs for Robust Explainability

Georgii Mikriukov, Gesina Schwalbe, Christian Hellert, Korinna Bade

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

When are Foundation Models Effective? Understanding the Suitability for Pixel-Level Classification Using Multispectral Imagery

Yiqun Xie, Zhihao Wang, Weiye Chen, Zhili Li, Xiaowei Jia, Yanhua Li, Ruichen Wang, Kangyang Chai, Ruohan Li, Sergii Skakun

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

Prompt Optimizer of Text-to-Image Diffusion Models for Abstract Concept Understanding

Zezhong Fan, Xiaohan Li, Chenhao Fang, Topojoy Biswas, Kaushiki Nag, Jianpeng Xu, Kannan Achan

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

Comments WWW 2024 Companion