TRACE-Bot: Detecting Emerging LLM-Driven Social Bots via Implicit Semantic Representations and AIGC-Enhanced Behavioral Patterns
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Zhongbo, Lin, Zhiyu, Wang, Zhu, Wang, Haizhou |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
BotDGT: Dynamicity-aware Social Bot Detection with Dynamic Graph Transformers
by: He, Buyun, et al.
Published: (2024)
by: He, Buyun, et al.
Published: (2024)
BotTrans: A Multi-Source Graph Domain Adaptation Approach for Social Bot Detection
by: Shi, Boshen, et al.
Published: (2025)
by: Shi, Boshen, et al.
Published: (2025)
Certainly Bot Or Not? Trustworthy Social Bot Detection via Robust Multi-Modal Neural Processes
by: Wu, Qi, et al.
Published: (2025)
by: Wu, Qi, et al.
Published: (2025)
Are LLM-Powered Social Media Bots Realistic?
by: Ng, Lynnette Hui Xian, et al.
Published: (2025)
by: Ng, Lynnette Hui Xian, et al.
Published: (2025)
SeBot: Structural Entropy Guided Multi-View Contrastive Learning for Social Bot Detection
by: Yang, Yingguang, et al.
Published: (2024)
by: Yang, Yingguang, et al.
Published: (2024)
BSG4Bot: Efficient Bot Detection based on Biased Heterogeneous Subgraphs
by: Miao, Hao, et al.
Published: (2024)
by: Miao, Hao, et al.
Published: (2024)
Boosting Bot Detection via Heterophily-Aware Representation Learning and Prototype-Guided Cluster Discovery
by: He, Buyun, et al.
Published: (2025)
by: He, Buyun, et al.
Published: (2025)
A GAN and LLM-Driven Data Augmentation Framework for Dynamic Linguistic Pattern Modeling in Chinese Sarcasm Detection
by: Wang, Wenxian, et al.
Published: (2026)
by: Wang, Wenxian, et al.
Published: (2026)
BotUmc: An Uncertainty-Aware Twitter Bot Detection with Multi-view Causal Inference
by: Yang, Tao, et al.
Published: (2025)
by: Yang, Tao, et al.
Published: (2025)
RoBCtrl: Attacking GNN-Based Social Bot Detectors via Reinforced Manipulation of Bots Control Interaction
by: Yang, Yingguang, et al.
Published: (2025)
by: Yang, Yingguang, et al.
Published: (2025)
What is a Social Media Bot? A Global Comparison of Bot and Human Characteristics
by: Ng, Lynnette Hui Xian, et al.
Published: (2025)
by: Ng, Lynnette Hui Xian, et al.
Published: (2025)
Adversarial Botometer: Adversarial Analysis for Social Bot Detection
by: Najari, Shaghayegh, et al.
Published: (2024)
by: Najari, Shaghayegh, et al.
Published: (2024)
Human-AI Collaborative Bot Detection in MMORPGs
by: Son, Jaeman, et al.
Published: (2025)
by: Son, Jaeman, et al.
Published: (2025)
BotVerse: Real-Time Event-Driven Simulation of Social Agents
by: Allegrini, Edoardo, et al.
Published: (2026)
by: Allegrini, Edoardo, et al.
Published: (2026)
When Bots Take the Bait: Exposing and Mitigating the Emerging Social Engineering Attack in Web Automation Agent
by: Wu, Xinyi, et al.
Published: (2026)
by: Wu, Xinyi, et al.
Published: (2026)
Reasoning-Aware AIGC Detection via Alignment and Reinforcement
by: Wang, Zhao, et al.
Published: (2026)
by: Wang, Zhao, et al.
Published: (2026)
BotSim: Mitigating The Formation Of Conspiratorial Societies with Useful Bots
by: Ng, Lynnette Hui Xian, et al.
Published: (2026)
by: Ng, Lynnette Hui Xian, et al.
Published: (2026)
Demystifying Misconceptions in Social Bots Research
by: Cresci, Stefano, et al.
Published: (2023)
by: Cresci, Stefano, et al.
Published: (2023)
FedRio: Personalized Federated Social Bot Detection via Cooperative Reinforced Contrastive Adversarial Distillation
by: Yang, Yingguang, et al.
Published: (2026)
by: Yang, Yingguang, et al.
Published: (2026)
Unmasking Social Bots: How Confident Are We?
by: Giroux, James, et al.
Published: (2024)
by: Giroux, James, et al.
Published: (2024)
SingingBot: An Avatar-Driven System for Robotic Face Singing Performance
by: Xu, Zhuoxiong, et al.
Published: (2026)
by: Xu, Zhuoxiong, et al.
Published: (2026)
One Person, One Bot
by: Lavi, Liat
Published: (2025)
by: Lavi, Liat
Published: (2025)
Eq.Bot: Enhance Robotic Manipulation Learning via Group Equivariant Canonicalization
by: Deng, Jian, et al.
Published: (2025)
by: Deng, Jian, et al.
Published: (2025)
DroidBot-GPT: GPT-powered UI Automation for Android
by: Wen, Hao, et al.
Published: (2023)
by: Wen, Hao, et al.
Published: (2023)
A Hybrid CAPTCHA Combining Generative AI with Keystroke Dynamics for Enhanced Bot Detection
by: Nia, Ayda Aghaei
Published: (2025)
by: Nia, Ayda Aghaei
Published: (2025)
EduBot -- Can LLMs Solve Personalized Learning and Programming Assignments?
by: Wang, Yibin, et al.
Published: (2025)
by: Wang, Yibin, et al.
Published: (2025)
R-Bot: An LLM-based Query Rewrite System
by: Sun, Zhaoyan, et al.
Published: (2024)
by: Sun, Zhaoyan, et al.
Published: (2024)
Dynamic Simulation Framework for Disinformation Dissemination and Correction With Social Bots
by: Qiao, Boyu, et al.
Published: (2025)
by: Qiao, Boyu, et al.
Published: (2025)
LMBot: Distilling Graph Knowledge into Language Model for Graph-less Deployment in Twitter Bot Detection
by: Cai, Zijian, et al.
Published: (2023)
by: Cai, Zijian, et al.
Published: (2023)
Alignment For Performance Improvement in Conversation Bots
by: Garg, Raghav, et al.
Published: (2024)
by: Garg, Raghav, et al.
Published: (2024)
Pathology-Aware Prototype Evolution via LLM-Driven Semantic Disambiguation for Multicenter Diabetic Retinopathy Diagnosis
by: Zhu, Chunzheng, et al.
Published: (2025)
by: Zhu, Chunzheng, et al.
Published: (2025)
ArticuBot: Learning Universal Articulated Object Manipulation Policy via Large Scale Simulation
by: Wang, Yufei, et al.
Published: (2025)
by: Wang, Yufei, et al.
Published: (2025)
Extracting Training Dialogue Data from Large Language Model based Task Bots
by: Zhang, Shuo, et al.
Published: (2026)
by: Zhang, Shuo, et al.
Published: (2026)
KiloBot: A Programming Language for Deploying Perception-Guided Industrial Manipulators at Scale
by: Gao, Wei, et al.
Published: (2024)
by: Gao, Wei, et al.
Published: (2024)
TRACE: Distilling Where It Matters via Token-Routed Self On-Policy Alignment
by: Wang, Jiaxuan, et al.
Published: (2026)
by: Wang, Jiaxuan, et al.
Published: (2026)
Dealing with Imbalanced Classes in Bot-IoT Dataset
by: Atuhurra, Jesse, et al.
Published: (2024)
by: Atuhurra, Jesse, et al.
Published: (2024)
Knolling Bot: Teaching Robots the Human Notion of Tidiness
by: Hu, Yuhang, et al.
Published: (2023)
by: Hu, Yuhang, et al.
Published: (2023)
Bridging Bots: from Perception to Action via Multimodal-LMs and Knowledge Graphs
by: Martorana, Margherita, et al.
Published: (2025)
by: Martorana, Margherita, et al.
Published: (2025)
Attack-Resistant Watermarking for AIGC Image Forensics via Diffusion-based Semantic Deflection
by: Liu, Qingyu, et al.
Published: (2026)
by: Liu, Qingyu, et al.
Published: (2026)
The Present and Future of Bots in Software Engineering
by: Shihab, Emad, et al.
Published: (2022)
by: Shihab, Emad, et al.
Published: (2022)
Similar Items
-
BotDGT: Dynamicity-aware Social Bot Detection with Dynamic Graph Transformers
by: He, Buyun, et al.
Published: (2024) -
BotTrans: A Multi-Source Graph Domain Adaptation Approach for Social Bot Detection
by: Shi, Boshen, et al.
Published: (2025) -
Certainly Bot Or Not? Trustworthy Social Bot Detection via Robust Multi-Modal Neural Processes
by: Wu, Qi, et al.
Published: (2025) -
Are LLM-Powered Social Media Bots Realistic?
by: Ng, Lynnette Hui Xian, et al.
Published: (2025) -
SeBot: Structural Entropy Guided Multi-View Contrastive Learning for Social Bot Detection
by: Yang, Yingguang, et al.
Published: (2024)