{"topic_id":"001","topic":"Tool Learning and Function Calling for LLM Agents"}
{"topic_id":"002","topic":"Memory and Long-Context Mechanisms for Long-Horizon LLM Agents"}
{"topic_id":"003","topic":"Retrieval-Augmented Generation for Large Language Models"}
{"topic_id":"004","topic":"Planning and Self-Reflection in Large Language Model Reasoning"}
{"topic_id":"005","topic":"Prompt Injection and Tool-Use Security in LLM Agents"}
{"topic_id":"006","topic":"Program Repair and Automated Debugging with Code LLMs"}
{"topic_id":"007","topic":"Multimodal Retrieval-Augmented Generation for Chart and Document Understanding"}
{"topic_id":"008","topic":"Vision-Language Models for Embodied Reasoning"}
{"topic_id":"009","topic":"Diffusion and Flow-Based Models for Controllable Image Generation"}
{"topic_id":"010","topic":"Gaussian Splatting and Neural Rendering for Dynamic 3D Scene Reconstruction"}
{"topic_id":"011","topic":"Multi-Sensor Fusion for Autonomous Driving Perception"}
{"topic_id":"012","topic":"Continual Learning and Model Editing for Foundation Models"}
{"topic_id":"013","topic":"Offline and Preference-Based Reinforcement Learning for Robotics"}
{"topic_id":"014","topic":"Graph Neural Networks and Graph Foundation Models for Scientific Discovery"}
{"topic_id":"015","topic":"Efficient LLM Serving with KV Cache, Speculative Decoding, and Quantization"}
{"topic_id":"016","topic":"Vector Databases and Retrieval Systems for Large-Scale AI Applications"}
{"topic_id":"017","topic":"Privacy-Preserving Machine Learning with Federated Learning and Differential Privacy"}
{"topic_id":"018","topic":"AI Software Supply-Chain Security and Vulnerability Detection"}
{"topic_id":"019","topic":"Human-AI Collaboration in Scientific Writing and Research Workflows"}
{"topic_id":"020","topic":"Causal Representation Learning and Causal Discovery in Deep Learning"}
{"topic_id":"021","topic":"Large Language Models for Generative Recommendation and User Behavior Modeling"}
{"topic_id":"022","topic":"AI-Driven Protein Design with Diffusion and Language Models"}
{"topic_id":"023","topic":"Single-Cell Foundation Models for Cell Type Annotation and Perturbation Prediction"}
{"topic_id":"024","topic":"Radiomics and Deep Learning for Tumor Diagnosis and Prognosis"}
{"topic_id":"025","topic":"Machine Learning for Solid-State Battery Materials Discovery"}
{"topic_id":"026","topic":"Machine Learning for Electrocatalyst Discovery in Energy Conversion"}
{"topic_id":"027","topic":"Deep Learning for Extreme Weather Forecasting"}
{"topic_id":"028","topic":"Foundation Models for Satellite Earth Observation"}
{"topic_id":"029","topic":"Deep Learning for Financial Risk Modeling under Uncertainty"}
{"topic_id":"030","topic":"Bayesian Deep Learning for Uncertainty Quantification"}