Full Model

"Full Model" research encompasses the development and improvement of large-scale machine learning models across diverse applications, aiming to enhance performance, efficiency, and robustness. Current research focuses on addressing model vulnerabilities (e.g., adversarial attacks, hallucinations), improving efficiency for resource-constrained devices, and developing specialized models for specific domains (e.g., finance, astronomy, medical imaging). This work is significant for advancing AI capabilities in various fields and for mitigating potential risks associated with deploying complex models in real-world settings.

Papers

December 17, 2024

Refining Dimensions for Improving Clustering-based Cross-lingual Topic Models
Chia-Hsuan Chang, Tien-Yuan Huang, Yi-Hang Tsai, Chia-Ming Chang, San-Yih Hwang
Full Model Topic Model Topic Analysis Shape Refinement

December 16, 2024

CharacterBench: Benchmarking Character Customization of Large Language Models
Jinfeng Zhou, Yongkang Huang, Bosi Wen, Guanqun Bi, Yuxuan Chen, Pei Ke, Zhuang Chen, Xiyao Xiao, Libiao Peng, Kuntian Tang, Rongsheng Zhang, Le Zhang, Tangjie Lv, Zhipeng Hu, Hongning Wang, Minlie Huang
Full Model Large Language Character Level Generative Evaluation
NEST: A Neuromodulated Small-world Hypergraph Trajectory Prediction Model for Autonomous Driving
Chengyue Wang, Haicheng Liao, Bonan Wang, Yanchen Guan, Bin Rao, Ziyuan Pu, Zhiyong Cui, Chengzhong Xu, Zhenning Li
Autonomous Driving Full Model Trajectory Prediction Traffic Environment Nest Agent
MPQ-DM: Mixed Precision Quantization for Extremely Low Bit Diffusion Models
Weilun Feng, Haotong Qin, Chuanguang Yang, Zhulin An, Libo Huang, Boyu Diao, Fei Wang, Renshuai Tao, Yongjun Xu, Michele Magno
Full Model Quantization Operator Mixed Precision Quantization Priority User
UIBDiffusion: Universal Imperceptible Backdoor Attack for Diffusion Models
Yuning Han, Bingyin Zhao, Rui Chu, Feng Luo, Biplab Sikdar, Yingjie Lao
Full Model Backdoor Attack Diffusion Explainer Backdoor Trigger
Nearly Zero-Cost Protection Against Mimicry by Personalized Diffusion Models
Namhyuk Ahn, KiYoon Yoo, Wonhyuk Ahn, Daesik Kim, Seung-Hun Nam
Diffusion Model Full Model Image Generation Deep Fake MIMICRY Change Optimisation Dynamic

December 15, 2024

datadriftR: An R Package for Concept Drift Detection in Predictive Models
Ugur Dar, Mustafa Cavus
Full Model Concept Drift Drift Detection R Package Data Drift Drift Adaptation
Paid with Models: Optimal Contract Design for Collaborative Machine Learning
Bingchen Wang, Zhaoxuan Wu, Fusheng Liu, Bryan Kian Hsiang Low
LeArning Abstract Full Model Collaborative Machine Learning Contract Theory Optimal Contract Collaborative Machine
SHMT: Self-supervised Hierarchical Makeup Transfer via Latent Diffusion Models
Zhaoyang Sun, Shengwu Xiong, Yaxiong Chen, Fei Du, Weihua Chen, Fan Wang, Yi Rong
Full Model Latent Diffusion Model Latent Diffusion Makeup Product Image Makeup Transfer
An Enhanced Text Compression Approach Using Transformer-based Language Models
Chowdhury Mofizur Rahman, Mahbub E Sobhani, Anika Tasnim Rodela, Swakkhar Shatabda
Full Model Transformer Based Transformer Based Framework Lossless Compression Text Transformation

December 13, 2024

Towards Unified Benchmark and Models for Multi-Modal Perceptual Metrics
Sara Ghazanfari, Siddharth Garg, Nicolas Flammarion, Prashanth Krishnamurthy, Farshad Khorrami, Francesco Croce
Zero Shot Vision Language Model Full Model Evaluation Benchmark Perceptual Metric Perceptual Similarity Perceptual Similarity Metric
WHAT-IF: Exploring Branching Narratives by Meta-Prompting Large Language Models
Runsheng "Anson" Huang, Lara J. Martin, Chris Callison-Burch
Full Model Spoken Narrative Text Based Game Game Narrative Future Scenario
DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding
Zhiyu Wu, Xiaokang Chen, Zizheng Pan, Xingchao Liu, Wen Liu, Damai Dai, Huazuo Gao, Yiyang Ma, Chengyue Wu, Bingxuan Wang, Zhenda Xie, Yu Wu, Kai Hu, Jiawei Wang, Yaofeng Sun, Yukun Li, Yishi Piao, Kang Guan, Aixin Liu, Xin Xie, Yuxiang You, Kai Dong, Xingkai Yu, Haowei Zhang, Liang Zhao, Yisong Wang, Chong Ruan
Vision Language Model Full Model Mixture of Expert Multimodal Understanding Multi Head
CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models
Zhihao Du, Yuxuan Wang, Qian Chen, Xian Shi, Xiang Lv, Tianyu Zhao, Zhifu Gao, Yexin Yang, Changfeng Gao, Hui Wang, Fan Yu, Huadai Liu, Zhengyan Sheng, Yue Gu, Chong Deng, Wen Wang, Shiliang Zhang, Zhijie Yan, Jingren Zhou
Language Model Full Model Speech Synthesis Large Language Multilingual Speech Speech Discrete Token
NetOrchLLM: Mastering Wireless Network Orchestration with Large Language Models
Asmaa Abdallah, Abdullatif Albaseer, Abdulkadir Celik, Mohamed Abdallah, Ahmed M. Eltawil
Full Model Large Language LLM Based Framework Wireless System Device Model Next Generation Network Network Orchestrator
One Node One Model: Featuring the Missing-Half for Graph Clustering
Xuanting Xie, Bingheng Li, Erlin Pan, Zhaochen Guo, Zhao Kang, Wenyu Chen
Full Model Random Node Different Cluster Graph Clustering Clustering Performance Missing Half
Analyzing Fairness of Computer Vision and Natural Language Processing Models
Ahmed Rashed, Abdelkrim Kallich, Mohamed Eltayeb
Natural Language Processing Computer Vision Full Model Bias Mitigation Fairness Analysis ML Fairness Fairness Toolkits

Full Model

Papers

Refining Dimensions for Improving Clustering-based Cross-lingual Topic Models

CharacterBench: Benchmarking Character Customization of Large Language Models

NEST: A Neuromodulated Small-world Hypergraph Trajectory Prediction Model for Autonomous Driving

MPQ-DM: Mixed Precision Quantization for Extremely Low Bit Diffusion Models

UIBDiffusion: Universal Imperceptible Backdoor Attack for Diffusion Models

Nearly Zero-Cost Protection Against Mimicry by Personalized Diffusion Models

datadriftR: An R Package for Concept Drift Detection in Predictive Models

Paid with Models: Optimal Contract Design for Collaborative Machine Learning

SHMT: Self-supervised Hierarchical Makeup Transfer via Latent Diffusion Models

An Enhanced Text Compression Approach Using Transformer-based Language Models

Streamlining Systematic Reviews: A Novel Application of Large Language Models

Graph Attention Hamiltonian Neural Networks: A Lattice System Analysis Model Based on Structural Learning

Hidden Echoes Survive Training in Audio To Audio Generative Instrument Models

Towards Unified Benchmark and Models for Multi-Modal Perceptual Metrics

WHAT-IF: Exploring Branching Narratives by Meta-Prompting Large Language Models

DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding

CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models

NetOrchLLM: Mastering Wireless Network Orchestration with Large Language Models

One Node One Model: Featuring the Missing-Half for Graph Clustering

Analyzing Fairness of Computer Vision and Natural Language Processing Models