Core AI

AI Agents & Automation

Autonomous agents, multi-agent systems, and AI-powered workflow automation

11,908
lessons
Skills in this topic
View full skill map →
Agent Foundations
beginner
Explain the ReAct pattern
Tool Use & Function Calling
intermediate
Implement function calling with structured schemas
Multi-Agent Systems
advanced
Build supervisor/worker agent architectures
Autonomous Workflows
advanced
Design end-to-end autonomous pipelines

Showing 4,692 reads from curated sources

ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
AutoWorld: Scaling Multi-Agent Traffic Simulation with Self-Supervised World Models
arXiv:2603.28963v1 Announce Type: cross Abstract: Multi-agent traffic simulation is central to developing and testing autonomous driving systems. Recent data-dr
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper 1mo ago
Design Principles for the Construction of a Benchmark Evaluating Security Operation Capabilities of Multi-agent AI Systems
arXiv:2603.28998v1 Announce Type: cross Abstract: As Large Language Models (LLMs) and multi-agent AI systems are demonstrating increasing potential in cybersecu
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Downsides of Smartness Across Edge-Cloud Continuum in Modern Industry
arXiv:2603.29289v1 Announce Type: cross Abstract: The fast pace of modern AI is rapidly transforming traditional industrial systems into vast, intelligent and p
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
IMPASTO: Integrating Model-Based Planning with Learned Dynamics Models for Robotic Oil Painting Reproduction
arXiv:2603.29315v1 Announce Type: cross Abstract: Robotic reproduction of oil paintings using soft brushes and pigments requires force-sensitive control of defo
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Real-Time Band-Grouped Vocal Denoising Using Sigmoid-Driven Ideal Ratio Masking
arXiv:2603.29326v1 Announce Type: cross Abstract: Real-time, deep learning-based vocal denoising has seen significant progress over the past few years, demonstr
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Scaling Whole-Body Human Musculoskeletal Behavior Emulation for Specificity and Diversity
arXiv:2603.29332v1 Announce Type: cross Abstract: The embodied learning of human motor control requires whole-body neuro-actuated musculoskeletal dynamics, whil
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
CIPHER: Counterfeit Image Pattern High-level Examination via Representation
arXiv:2603.29356v1 Announce Type: cross Abstract: The rapid progress of generative adversarial networks (GANs) and diffusion models has enabled the creation of
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper 1mo ago
Deep Learning-Based Anomaly Detection in Spacecraft Telemetry on Edge Devices
arXiv:2603.29375v1 Announce Type: cross Abstract: Spacecraft anomaly detection is critical for mission safety, yet deploying sophisticated models on-board prese
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Hybrid Quantum-Classical Spatiotemporal Forecasting for 3D Cloud Fields
arXiv:2603.29407v1 Announce Type: cross Abstract: Accurate forecasting of three-dimensional (3D) cloud fields is important for atmospheric analysis and short-ra
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
RAAP: Retrieval-Augmented Affordance Prediction with Cross-Image Action Alignment
arXiv:2603.29419v1 Announce Type: cross Abstract: Understanding object affordances is essential for enabling robots to perform purposeful and fine-grained inter
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Target-Aligned Reinforcement Learning
arXiv:2603.29501v1 Announce Type: cross Abstract: Many reinforcement learning algorithms rely on target networks - lagged copies of the online network - to stab
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
TrafficMoE: Heterogeneity-aware Mixture of Experts for Encrypted Traffic Classification
arXiv:2603.29520v1 Announce Type: cross Abstract: Encrypted traffic classification is a critical task for network security. While deep learning has advanced thi
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Quantization with Unified Adaptive Distillation to enable multi-LoRA based one-for-all Generative Vision Models on edge
arXiv:2603.29535v1 Announce Type: cross Abstract: Generative Artificial Intelligence (GenAI) features such as image editing, object removal, and prompt-guided i
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper 1mo ago
Mean Masked Autoencoder with Flow-Mixing for Encrypted Traffic Classification
arXiv:2603.29537v1 Announce Type: cross Abstract: Network traffic classification using self-supervised pre-training models based on Masked Autoencoders (MAE) ha
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper 1mo ago
Reducing Complexity for Quantum Approaches in Train Load Optimization
arXiv:2603.29543v1 Announce Type: cross Abstract: Efficiently planning container loads onto trains is a computationally challenging combinatorial optimization p
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Turbo4DGen: Ultra-Fast Acceleration for 4D Generation
arXiv:2603.29572v1 Announce Type: cross Abstract: 4D generation, or dynamic 3D content generation, integrates spatial, temporal, and view dimensions to model re
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Learn2Fold: Structured Origami Generation with World Model Planning
arXiv:2603.29585v1 Announce Type: cross Abstract: The ability to transform a flat sheet into a complex three-dimensional structure is a fundamental test of phys
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
FigAgent: Towards Automatic Method Illustration Figure Generation for AI Scientific Papers
arXiv:2603.29590v1 Announce Type: cross Abstract: Method illustration figures (MIFs) play a crucial role in conveying the core ideas of scientific papers, yet t
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper 1mo ago
IMAGAgent: Orchestrating Multi-Turn Image Editing via Constraint-Aware Planning and Reflection
arXiv:2603.29602v1 Announce Type: cross Abstract: Existing multi-turn image editing paradigms are often confined to isolated single-step execution. Due to a lac
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
An Empirical Study of Multi-Agent Collaboration for Automated Research
arXiv:2603.29632v1 Announce Type: cross Abstract: As AI agents evolve, the community is rapidly shifting from single Large Language Models (LLMs) to Multi-Agent
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper 1mo ago
Semantic Interaction for Narrative Map Sensemaking: An Insight-based Evaluation
arXiv:2603.29651v1 Announce Type: cross Abstract: Semantic interaction (SI) enables analysts to incorporate their cognitive processes into AI models through dir
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper 1mo ago
6GAgentGym: Tool Use, Data Synthesis, and Agentic Learning for Network Management
arXiv:2603.29656v1 Announce Type: cross Abstract: Autonomous 6G network management requires agents that can execute tools, observe the resulting state changes,
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Exploring the Impact of Skin Color on Skin Lesion Segmentation
arXiv:2603.29694v1 Announce Type: cross Abstract: Skin cancer, particularly melanoma, remains a major cause of morbidity and mortality, making early detection c
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Wildfire Suppression: Complexity, Models, and Instances
arXiv:2603.29865v1 Announce Type: cross Abstract: Wildfires cause major losses worldwide, and the frequency of fire-weather conditions is likely to increase in
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Perfecting Human-AI Interaction at Clinical Scale. Turning Production Signals into Safer, More Human Conversations
arXiv:2603.29893v1 Announce Type: cross Abstract: Healthcare conversational AI agents shouldn't be optimized only for clean benchmark accuracy in production-fir
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
SISA: A Scale-In Systolic Array for GEMM Acceleration
arXiv:2603.29913v1 Announce Type: cross Abstract: The currently dominant AI/ML workloads, such as Large Language Models (LLMs), rely on the efficient execution
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Phyelds: A Pythonic Framework for Aggregate Computing
arXiv:2603.29999v1 Announce Type: cross Abstract: Aggregate programming is a field-based coordination paradigm with over a decade of exploration and successful
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Scalable AI-assisted Workflow Management for Detector Design Optimization Using Distributed Computing
arXiv:2603.30014v1 Announce Type: cross Abstract: The Production and Distributed Analysis (PanDA) system, originally developed for the ATLAS experiment at the C
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Architecting Secure AI Agents: Perspectives on System-Level Defenses Against Indirect Prompt Injection Attacks
arXiv:2603.30016v1 Announce Type: cross Abstract: AI agents, predominantly powered by large language models (LLMs), are vulnerable to indirect prompt injection,
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Improving Plan Execution Flexibility using Block-Substitution
arXiv:2406.03091v2 Announce Type: replace Abstract: Partial-order plans in AI planning facilitate execution flexibility due to their less-constrained nature. Ma
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Online design of dynamic networks
arXiv:2410.08875v2 Announce Type: replace Abstract: Designing a network (e.g., a telecommunication or transport network) is mainly done offline, in a planning p
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
TeamMedAgents: Pareto-Efficient Multi-Agent Medical Reasoning Through Teamwork Theory
arXiv:2508.08115v3 Announce Type: replace Abstract: Complex medical reasoning has historically required frontier language models to achieve clinically-acceptabl
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
FERA: A Pose-Based Framework for Rule-Grounded Multimedia Decision Support with a Foil Fencing Case Study
arXiv:2509.18527v5 Announce Type: replace Abstract: Multimedia decision support requires more than recognition; it requires explicit state estimates that can be
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
AI and Consciousness
arXiv:2510.09858v4 Announce Type: replace Abstract: This is a skeptical overview of the literature on AI consciousness. We will soon create AI systems that are
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
When AI Bends Metal: AI-Assisted Optimization of Design Parameters in Sheet Metal Forming
arXiv:2511.22302v2 Announce Type: replace Abstract: Numerical simulations have revolutionized the industrial design process by reducing prototyping costs, desig
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
MultiGen: Level-Design for Editable Multiplayer Worlds in Diffusion Game Engines
arXiv:2603.06679v2 Announce Type: replace Abstract: Video world models have shown immense promise for interactive simulation and entertainment, but current syst
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
When Only the Final Text Survives: Implicit Execution Tracing for Multi-Agent Attribution
arXiv:2603.17445v3 Announce Type: replace Abstract: When a multi-agent system produces an incorrect or harmful answer, who is accountable if execution logs and
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Early Exiting Predictive Coding Neural Networks for Edge AI
arXiv:2309.02022v2 Announce Type: replace-cross Abstract: The Internet of Things is transforming various fields, with sensors increasingly embedded in wearables
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Balancing Efficiency and Empathy: Healthcare Providers' Perspectives on AI-Supported Workflows for Serious Illness Conversations in the Emergency Department
arXiv:2506.00241v2 Announce Type: replace-cross Abstract: Serious Illness Conversations (SICs), discussions about values and care preferences for patients with
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
AI-Generated Compromises for Coalition Formation
arXiv:2506.06837v4 Announce Type: replace-cross Abstract: The challenge of finding compromises between agent proposals is fundamental to AI subfields such as ar
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
AVA-Bench: Atomic Visual Ability Benchmark for Vision Foundation Models
arXiv:2506.09082v4 Announce Type: replace-cross Abstract: The rise of vision foundation models (VFMs) calls for systematic evaluation. A common approach pairs V
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
LaSM: Layer-wise Scaling Mechanism for Defending Pop-up Attack on GUI Agents
arXiv:2507.10610v2 Announce Type: replace-cross Abstract: Graphical user interface (GUI) agents built on multimodal large language models (MLLMs) have recently
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Generative Logic: A New Computer Architecture for Deterministic Reasoning and Knowledge Generation
arXiv:2508.00017v4 Announce Type: replace-cross Abstract: We present Generative Logic (GL), a deterministic architecture that starts from user-supplied axiomati
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Generative AI on Wall Street -- Opportunities and Risk Controls
arXiv:2509.05841v2 Announce Type: replace-cross Abstract: We give an overview on the emerging applications of GenAI in the financial industry, especially within
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
MSG: Multi-Stream Generative Policies for Sample-Efficient Robotic Manipulation
arXiv:2509.24956v2 Announce Type: replace-cross Abstract: Generative robot policies such as Flow Matching offer flexible, multi-modal policy learning but are sa
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
ARROW: An Adaptive Rollout and Routing Method for Global Weather Forecasting
arXiv:2510.09734v2 Announce Type: replace-cross Abstract: Weather forecasting is a fundamental task in spatiotemporal data analysis, with broad applications acr
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Zero-Shot Coordination in Ad Hoc Teams with Generalized Policy Improvement and Difference Rewards
arXiv:2510.16187v2 Announce Type: replace-cross Abstract: Real-world multi-agent systems may require ad hoc teaming, where an agent must coordinate with other p
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
ZeroFlood: Flood Hazard Mapping from Single-Modality SAR Using Geo-Foundation Models
arXiv:2510.23364v2 Announce Type: replace-cross Abstract: Flood hazard mapping is essential for disaster prevention but remains challenging in data-scarce regio