大模型对齐与安全

CoRA: Collaborative Information Perception by Large Language Model's Weights for Recommendation

Yuting Liu, Jinghao Zhang, Yizhou Dang, Yuliang Liang, Qiang Liu, Guibing Guo, Jianzhe Zhao, Xingwei Wang

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

An Efficient Detection and Control System for Underwater Docking using Machine Learning and Realistic Simulation: A Comprehensive Approach

Jalil Chavez-Galaviz, Jianwen Li, Matthew Bergman, Miras Mengdibayev, Nina Mahmoudian

专题命中 其他安全 ：safety(abstract)；分类 cs.LG

Comments This work has been submitted to the IEEE for possible publication

Situation Awareness for Driver-Centric Driving Style Adaptation

Johann Haselberger, Bonifaz Stuhr, Bernhard Schick, Steffen Müller

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

Comments 14 pages, 6 figures. This work has been submitted to the IEEE for possible publication

Bridge-Coder: Unlocking LLMs' Potential to Overcome Language Gaps in Low-Resource Code

Jipeng Zhang, Jianshu Zhang, Yuanzhe Li, Renjie Pi, Rui Pan, Runtao Liu, Ziqiang Zheng, Tong Zhang

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

Comments 15 pages, 3 figures

Applying Neural Monte Carlo Tree Search to Unsignalized Multi-intersection Scheduling for Autonomous Vehicles

Yucheng Shi, Wenlong Wang, Xiaowen Tao, Ivana Dusparic, Vinny Cahill

专题命中 其他安全 ：safety(abstract)；分类 cs.AI

SBSM-Pro: Support Bio-sequence Machine for Proteins

Yizheng Wang, Yixiao Zhai, Yijie Ding, Quan Zou

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

Comments 38 pages, 9 figures

Journal ref SCIENCE CHINA Information Sciences , Volume 67, Issue 11: 212106 (2024)

AI-Driven Approaches for Glaucoma Detection -- A Comprehensive Review

Yuki Hagiwara, Octavia-Andreea Ciora, Maureen Monnet, Gino Lancho, Jeanette Miriam Lorenz

专题命中 其他安全 ：safety(abstract)；分类 cs.AI

Predicting and Accelerating Nanomaterials Synthesis Using Machine Learning Featurization

Christopher C. Price, Yansong Li, Guanyu Zhou, Rehan Younas, Spencer S. Zeng, Tim H. Scanlon, Jason M. Munro, Christopher L. Hinkle

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

Comments 15 pages, 3 figures

Forewarned is Forearmed: Leveraging LLMs for Data Synthesis through Failure-Inducing Exploration

Qintong Li, Jiahui Gao, Sheng Wang, Renjie Pi, Xueliang Zhao, Chuan Wu, Xin Jiang, Zhenguo Li, Lingpeng Kong

专题命中 其他安全 ：safety(abstract)；分类 cs.CL

COMMUNITY-CROSS-INSTRUCT: Unsupervised Instruction Generation for Aligning Large Language Models to Online Communities

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

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

Test-Driven Development for Code Generation

Noble Saji Mathews, Meiyappan Nagappan

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

P-YOLOv8: Efficient and Accurate Real-Time Detection of Distracted Driving

Mohamed R. Elshamy, Heba M. Emara, Mohamed R. Shoaib, Abdel-Hameed A. Badawy

专题命中 其他安全 ：safety(abstract)；分类 cs.AI

AutoFPDesigner: Automated Flight Procedure Design Based on Multi-Agent Large Language Model

Longtao Zhu, Hongyu Yang, Ge Song, Xin Ma, Yanxin Zhang, Yulong Ji

专题命中 其他安全 ：safety(abstract)；分类 cs.AI

Comments 21 pages, 18 figures, 5 tables

Fool Me Once? Contrasting Textual and Visual Explanations in a Clinical Decision-Support Setting

Maxime Kayser, Bayar Menzat, Cornelius Emde, Bogdan Bercean, Alex Novak, Abdala Espinosa, Bartlomiej W. Papiez, Susanne Gaube, Thomas Lukasiewicz, Oana-Maria Camburu

专题命中 其他安全 ：safety(abstract)；分类 cs.CL

Comments EMNLP 2024

Dual-Model Distillation for Efficient Action Classification with Hybrid Edge-Cloud Solution

Timothy Wei, Hsien Xin Peng, Elaine Xu, Bryan Zhao, Lei Ding, Diji Yang

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

AlignedKV: Reducing Memory Access of KV-Cache with Precision-Aligned Quantization

Yifan Tan, Haoze Wang, Chao Yan, Yangdong Deng

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

Negative Sampling in Knowledge Graph Representation Learning: A Review

Tiroshan Madushanka, Ryutaro Ichise

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

Synergizing In-context Learning with Hints for End-to-end Task-oriented Dialog Systems

Vishal Vivek Saley, Rocktim Jyoti Das, Dinesh Raghu, Mausam

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

Comments EMNLP2024 Camera-Ready Version

Exploring the Design Space of Visual Context Representation in Video MLLMs

Yifan Du, Yuqi Huo, Kun Zhou, Zijia Zhao, Haoyu Lu, Han Huang, Wayne Xin Zhao, Bingning Wang, Weipeng Chen, Ji-Rong Wen

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

Comments Long Video MLLM; work in progress

Interpretable Rule-Based System for Radar-Based Gesture Sensing: Enhancing Transparency and Personalization in AI

Sarah Seifi, Tobias Sukianto, Cecilia Carbonelli, Lorenzo Servadei, Robert Wille

专题命中 其他安全 ：safety(abstract)；分类 cs.AI

Comments accepted at the 21st European Radar Conference, 4 pages, 2 figure

Bridging the Language Gaps in Large Language Models with Inference-Time Cross-Lingual Intervention

Weixuan Wang, Minghao Wu, Barry Haddow, Alexandra Birch

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

Beyond Demographics: Aligning Role-playing LLM-based Agents Using Human Belief Networks

Yun-Shiuan Chuang, Krirk Nirunwiroj, Zach Studdiford, Agam Goyal, Vincent V. Frigo, Sijia Yang, Dhavan Shah, Junjie Hu, Timothy T. Rogers

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

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

Adversarial Training of Two-Layer Polynomial and ReLU Activation Networks via Convex Optimization

Daniel Kuelbs, Sanjay Lall, Mert Pilanci

专题命中 其他安全 ：safety(abstract)；分类 cs.LG

Comments 17 pages, 2 figures. Added a proof of the main theorem in the appendix. Expanded numerical results section. Added references

A model learning framework for inferring the dynamics of transmission rate depending on exogenous variables for epidemic forecasts

Giovanni Ziarelli, Stefano Pagani, Nicola Parolini, Francesco Regazzoni, Marco Verani

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

Coupled autoregressive active inference agents for control of multi-joint dynamical systems

Tim N. Nisslbeck, Wouter M. Kouw

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

Comments 14 pages, 3 figures, accepted to the International Workshop on Active Inference 2024

IntrinsicVoice: Empowering LLMs with Intrinsic Real-time Voice Interaction Abilities

Xin Zhang, Xiang Lyu, Zhihao Du, Qian Chen, Dong Zhang, Hangrui Hu, Chaohong Tan, Tianyu Zhao, Yuxuan Wang, Bin Zhang, Heng Lu, Yaqian Zhou, Xipeng Qiu

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

Causal machine learning for predicting treatment outcomes

Stefan Feuerriegel, Dennis Frauen, Valentyn Melnychuk, Jonas Schweisthal, Konstantin Hess, Alicia Curth, Stefan Bauer, Niki Kilbertus, Isaac S. Kohane, Mihaela van der Schaar

专题命中 其他安全 ：safety(abstract)；分类 cs.LG

Comments Accepted version; not Version of Record

Journal ref Nature Medicine, vol. 30, pp. 958-968 (2024)

Task-Specific Adaptation of Segmentation Foundation Model via Prompt Learning

Hyung-Il Kim, Kimin Yun, Jun-Seok Yun, Yuseok Bae

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

Comments Workshop on OOD Generalization in Computer Vision, ECCV 2024

Backdoor Mitigation in Deep Neural Networks via Strategic Retraining

Akshay Dhonthi, Ernst Moritz Hahn, Vahid Hashemi

专题命中 其他安全 ：safety(abstract)；分类 cs.LG

Comments 13 Pages, 7 Tables, 4 Figures. Accepted at the International Symposium of Formal Methods 2023 (FM 2023)

Bridging Modalities: Enhancing Cross-Modality Hate Speech Detection with Few-Shot In-Context Learning

Ming Shan Hee, Aditi Kumaresan, Roy Ka-Wei Lee

专题命中 其他安全 ：safety(abstract)；分类 cs.CL

Comments Accepted at EMNLP'24 (Main)