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

November 29, 2024

Training Agents with Weakly Supervised Feedback from Large Language Models
Dihong Gong, Pu Lu, Zelong Wang, Meng Zhou, Xiuqiang He
Reinforcement Learning Full Model Weakly Supervised Large Language LLM Based Agent Expert Trajectory Training Agent Iterative Interaction
Auto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models
Tian Yu, Shaolei Zhang, Yang Feng
Full Model Natural Language Open Source Large Language Model Large Language Iterative Retrieval

November 28, 2024

Skeleton Detection Using Dual Radars with Integration of Dual-View CNN Models and mmPose
Masaharu Kodama (Department of Computer and Information Sciences, Hosei University), Runhe Huang (Hosei University)
Point Cloud Full Model mmWave Radar Skeleton Extraction Radar Detection Dual Convolutional
Improving sub-seasonal wind-speed forecasts in Europe with a non-linear model
Ganglin Tian (1), Camille Le Coz (1), Anastase Alexandre Charantonis (1, 2), Alexis Tantet (1), Naveen Goutham (1, 3), Riwal Plougonven (1) ((1) LMD/IPSL, École Polytechnique, Palaiseau, France, (2) INRIA, Paris, France, (3) EDF R&D, Palaiseau, France)
Full Model Predictability Problem Wind Speed Subseasonal Forecast
Perception of Visual Content: Differences Between Humans and Foundation Models
Nardiena A. Pratama, Shaoyang Fan, Gianluca Demartini
Full Model Real Human Perception Aware Flawed Foundation Content Analysis Discriminative Reply Machine Learning Component
Rephrasing Electronic Health Records for Pretraining Clinical Language Models
Jinghui Liu, Anthony Nguyen
Full Model Electronic Health Record Clinical Text Clinical Language Clinical Corpus Clinical Language Model

November 27, 2024

ELEMENTAL: Interactive Learning from Demonstrations and Vision-Language Models for Reward Design in Robotics
Letian Chen, Matthew Gombolay
Reinforcement Learning Full Model Robotics Domain Inverse Reinforcement Learning Policy Learning Noisy Demonstration Robot Behavior Interactive No Code Interactive Learning Reward Design
The Performance of the LSTM-based Code Generated by Large Language Models (LLMs) in Forecasting Time Series Data
Saroj Gopali, Sima Siami-Namini, Faranak Abri, Akbar Siami Namin
Deep Learning Deep Learning Model Full Model Medical LLM Long Short Term Memory Time Series Forecasting Large Language Complex Deep
Embracing AI in Education: Understanding the Surge in Large Language Model Use by Secondary Students
Tiffany Zhu, Kexun Zhang, William Yang Wang
Language Model Full Model Education Domain Large Language OpenAI Codex Artificial Intelligence Adoption
SimCMF: A Simple Cross-modal Fine-tuning Strategy from Vision Foundation Models to Any Imaging Modality
Chenyang Lei, Liyi Chen, Jun Cen, Xiao Chen, Zhen Lei, Felix Heide, Qifeng Chen, Zhaoxiang Zhang
Full Model Medical Imaging Cross Modal Alignment Vision Foundation Model Anything Model Modal Fine Tuning
Learning the Evolution of Physical Structure of Galaxies via Diffusion Models
Andrew Lizarraga, Eric Hanchen Jiang, Jacob Nowack, Yun Qi Li, Ying Nian Wu, Bernie Boscoe, Tuan Do
Generative Model Full Model Diffusion Explainer Specie Evolution Distant GALAXY Simple Structure Galaxy Image
Aligning Pre-trained Models for Spoken Language Translation
Šimon Sedláček, Santosh Kesiraju, Alexander Polok, Jan Černocký
Full Model Machine Translation Alignment Problem Speech Translation Frozen Pre Trained Language Model
Neutralizing Backdoors through Information Conflicts for Large Language Models
Chen Chen, Yuchen Sun, Xueluan Gong, Jiaxin Gao, Kwok-Yan Lam
Full Model Backdoor Attack Large Language Backdoor Defense Knowledge Conflict
A gentle push funziona benissimo: making instructed models in Italian via contrastive activation steering
Daniel Scalena, Elisabetta Fersini, Malvina Nissim
Fine Tuning Full Model Pre Training Fine Tuned Model Steering Technique Multilingual Task Activation Steering
MSA-ASR: Efficient Multilingual Speaker Attribution with frozen ASR Models
Thai-Binh Nguyen, Alexander Waibel
Full Model Speaker Verification Speaker Embeddings Frozen Pre Trained Language Model Speaker Attributed Automatic Speech Recognition
JPPO: Joint Power and Prompt Optimization for Accelerated Large Language Model Services
Feiran You, Hongyang Du, Kaibin Huang, Abbas Jamalipour
Language Model Full Model Prompt Optimization Power Allocation Prompt Compression Joint Power
RS-vHeat: Heat Conduction Guided Efficient Remote Sensing Foundation Model
Huiyang Hu, Peijin Wang, Hanbo Bi, Boyuan Tong, Zhaozhi Wang, Wenhui Diao, Hao Chang, Yingchao Feng, Ziqi Zhang, Qixiang Ye, Kun Fu, Xian Sun
Full Model Remote Sensing Object Detection Dual Domain Reconstruction Heat Conduction

Full Model

Papers

Rethinking Strategic Mechanism Design In The Age Of Large Language Models: New Directions For Communication Systems

Two Models for Surface Segmentation using the Total Variation of the Normal Vector

One Model for One Graph: A New Perspective for Pretraining with Cross-domain Graphs

Training Agents with Weakly Supervised Feedback from Large Language Models

Auto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models

Skeleton Detection Using Dual Radars with Integration of Dual-View CNN Models and mmPose

Improving sub-seasonal wind-speed forecasts in Europe with a non-linear model

Perception of Visual Content: Differences Between Humans and Foundation Models

Rephrasing Electronic Health Records for Pretraining Clinical Language Models

ELEMENTAL: Interactive Learning from Demonstrations and Vision-Language Models for Reward Design in Robotics

The Performance of the LSTM-based Code Generated by Large Language Models (LLMs) in Forecasting Time Series Data

Embracing AI in Education: Understanding the Surge in Large Language Model Use by Secondary Students

SimCMF: A Simple Cross-modal Fine-tuning Strategy from Vision Foundation Models to Any Imaging Modality

Learning the Evolution of Physical Structure of Galaxies via Diffusion Models

Aligning Pre-trained Models for Spoken Language Translation

Neutralizing Backdoors through Information Conflicts for Large Language Models

A gentle push funziona benissimo: making instructed models in Italian via contrastive activation steering

MSA-ASR: Efficient Multilingual Speaker Attribution with frozen ASR Models

JPPO: Joint Power and Prompt Optimization for Accelerated Large Language Model Services

RS-vHeat: Heat Conduction Guided Efficient Remote Sensing Foundation Model