Real World eXploitation

Real-world exploitation research focuses on optimizing the balance between exploration (discovering new information) and exploitation (leveraging existing knowledge) across diverse domains. Current efforts concentrate on developing improved algorithms, such as modified swarm optimization and reinforcement learning techniques, to enhance efficiency and robustness in tasks ranging from optimizing engineering designs and navigating complex environments to identifying vulnerabilities in AI systems and improving machine learning model performance. This research is significant for advancing optimization methods, improving AI safety and security, and enabling more efficient and effective solutions in various fields, including robotics, cybersecurity, and healthcare.

Papers

August 14, 2023

HyperSparse Neural Networks: Shifting Exploration to Exploitation through Adaptive Regularization
Patrick Glandorf, Timo Kaiser, Bodo Rosenhahn
Sparse Network Real World eXploitation Two Shift Regularization Loss Adaptive Regularization Efficient Sparse Model Sparsity

August 3, 2023

Cream Skimming the Underground: Identifying Relevant Information Points from Online Forums
Felipe Moreno-Vera, Mateus Nogueira, Cainã Figueiredo, Daniel Sadoc Menasché, Miguel Bicudo, Ashton Woiwood, Enrico Lovat, Anton Kocheturov, Leandro Pfleger de Aguiar
Supervised Learning Random Forest Real World eXploitation Relevant Information Block SkiM

July 22, 2023

Balancing Exploration and Exploitation in Hierarchical Reinforcement Learning via Latent Landmark Graphs
Qingyang Zhang, Yiming Yang, Jingqing Ruan, Xuantang Xiong, Dengpeng Xing, Bo Xu
Reinforcement Learning Hierarchical Reinforcement Learning Real World eXploitation Exploration Performance Subgoal Representation

July 18, 2023

REX: Rapid Exploration and eXploitation for AI Agents
Rithesh Murthy, Shelby Heinecke, Juan Carlos Niebles, Zhiwei Liu, Le Xue, Weiran Yao, Yihao Feng, Zeyuan Chen, Akash Gokul, Devansh Arpit, Ran Xu, Phil Mui, Huan Wang, Caiming Xiong, Silvio Savarese
AI Agent Traditional Reinforcement Learning Real World eXploitation Exponential Mechanism Rapid Exploration

June 30, 2023

Exploration and Exploitation of Unlabeled Data for Open-Set Semi-Supervised Learning
Ganlong Zhao, Guanbin Li, Yipeng Qin, Jinjin Zhang, Zhenhua Chai, Xiaolin Wei, Liang Lin, Yizhou Yu
Semi Supervised Learning Environment Exploration Open Set Unlabeled Data Feature Learning Importance Sampling Real World eXploitation

June 9, 2023

Towards the Exploitation of LLM-based Chatbot for Providing Legal Support to Palestinian Cooperatives
Rabee Qasem, Banan Tantour, Mohammed Maree
Natural Language Processing Chatbot Response Recent Large Language Model Real World eXploitation Legal Education LLM Based Chatbot

June 2, 2023

Balancing Exploration and Exploitation: Disentangled $\beta$-CVAE in De Novo Drug Design
Guang Jun Nicholas Ang, De Tao Irwin Chin, Bingquan Shen
Molecular Graph Real World eXploitation Exploration Performance De Novo Drug Design

May 16, 2023

Scale-Adaptive Balancing of Exploration and Exploitation in Classical Planning
Stephen Wissow, Masataro Asai
Multi Armed Bandit Environment Exploration Monte Carlo Tree Search Bandit Algorithm Planning Algorithm Classical Planning Real World eXploitation Exploration Performance

February 7, 2023

Exploitation and exploration in text evolution. Quantifying planning and translation flows during writing
Donald Ruggiero Lo Sardo, Pietro Gravino, Christine Cuskley, Vittorio Loreto
Task Planning Environment Exploration View Translation Complex Process Real World eXploitation Writing Process Translation Process Scientific Writing

December 31, 2022

NetEffect: Discovery and Exploitation of Generalized Network Effects
Meng-Chieh Lee, Shubhranshu Shekhar, Jaemin Yoo, Christos Faloutsos
Node Classification Scientific Discovery Real World Graph Real World eXploitation Effect Prediction Network Effect

September 12, 2022

Deterministic Sequencing of Exploration and Exploitation for Reinforcement Learning
Piyush Gupta, Vaibhav Srivastava
Reinforcement Learning Markov Decision Process Optimal Policy Environment Exploration Robust Policy Deterministic Algorithm Cumulative Regret Real World eXploitation

July 30, 2022

Bipedal Locomotion Optimization by Exploitation of the Full Dynamics in DCM Trajectory Planning
Amirhosein Vedadi, Kasra Sinaei, Pezhman Abdolahnezhad, Shahriar Sheikh Aboumasoudi, Aghil Yousefi-Koma
Motion Planning Trajectory Planning Optimal Trajectory Bipedal Locomotion Real World eXploitation Humanoid Locomotion Order Dynamic Energy Efficient Trajectory

May 26, 2022

Exploration, Exploitation, and Engagement in Multi-Armed Bandits with Abandonment
Zixian Yang, Xin Liu, Lei Ying
Multi Armed Bandit Q Learning Environment Exploration Recommendation System Real World eXploitation Logarithmic Regret Exploration Exploitation Trade Active CR Engagement

May 20, 2022

Balancing Exploration and Exploitation for Solving Large-scale Multiobjective Optimization via Attention Mechanism
Haokai Hong, Min Jiang, Liang Feng, Qiuzhen Lin, Kay Chen Tan
Large Scale Attention Mechanism Evolutionary Algorithm Real World eXploitation Exploration Performance Optimization Objective

April 29, 2022

Exploration and Exploitation in Federated Learning to Exclude Clients with Poisoned Data
Shadha Tabatabai, Ihab Mohammed, Basheer Qolomany, Abdullatif Albasser, Kashif Ahmad, Mohamed Abdallah, Ala Al-Fuqaha
Machine Learning Environment Exploration Real World eXploitation Client Collaboration Evolutionary Method Poisoned Data

April 9, 2022

On the Exploitation of Deepfake Model Recognition
Luca Guarnera, Oliver Giudice, Matthias Niessner, Sebastiano Battiato
Generative Adversarial Network Real World eXploitation Deepfake Detection Model Deepfake Image

March 15, 2022

Data Contamination: From Memorization to Exploitation
Inbal Magar, Roy Schwartz
Large Corpus BERT Model Pretrained Language Model Limited Memorization Real World eXploitation Data Contamination Web Scale

December 15, 2021

The exploitation of Multiple Feature Extraction Techniques for Speaker Identification in Emotional States under Disguised Voices
Noor Ahmad Al Hindawi, Ismail Shahin, Ali Bou Nassif
Feature Extraction Voice Conversion Speaker Identification Real World eXploitation Emotional State Mel Frequency Cepstral Coefficient

November 22, 2021

Analysis of Exploration vs. Exploitation in Adaptive Information Sampling
Aiman Munir, Ramviyas Parasuraman
General Analysis Gaussian Process Mobile Robot Environment Exploration Adaptive Sampling Real World eXploitation

Real World eXploitation

Papers

HyperSparse Neural Networks: Shifting Exploration to Exploitation through Adaptive Regularization

Cream Skimming the Underground: Identifying Relevant Information Points from Online Forums

Balancing Exploration and Exploitation in Hierarchical Reinforcement Learning via Latent Landmark Graphs

REX: Rapid Exploration and eXploitation for AI Agents

Exploration and Exploitation of Unlabeled Data for Open-Set Semi-Supervised Learning

Towards the Exploitation of LLM-based Chatbot for Providing Legal Support to Palestinian Cooperatives

Balancing Exploration and Exploitation: Disentangled $\beta$-CVAE in De Novo Drug Design

Scale-Adaptive Balancing of Exploration and Exploitation in Classical Planning

Exploitation and exploration in text evolution. Quantifying planning and translation flows during writing

NetEffect: Discovery and Exploitation of Generalized Network Effects

Deterministic Sequencing of Exploration and Exploitation for Reinforcement Learning

Bipedal Locomotion Optimization by Exploitation of the Full Dynamics in DCM Trajectory Planning

Exploration, Exploitation, and Engagement in Multi-Armed Bandits with Abandonment

Balancing Exploration and Exploitation for Solving Large-scale Multiobjective Optimization via Attention Mechanism

Exploration and Exploitation in Federated Learning to Exclude Clients with Poisoned Data

On the Exploitation of Deepfake Model Recognition

Data Contamination: From Memorization to Exploitation

The exploitation of Multiple Feature Extraction Techniques for Speaker Identification in Emotional States under Disguised Voices

Analysis of Exploration vs. Exploitation in Adaptive Information Sampling