Research

2025

  1. self_resource_allocation.png
    Self-Resource Allocation in Multi-Agent LLM Systems
    Alfonso Amayuelas, Jingbo Yang, Saaket Agashe, and 4 more authors
    2025
    arXiv
  2. AgentOrca.png
    AgentOrca: A Dual-System Framework to Evaluate Language Agents on Operational Routine and Constraint Adherence
    Zekun Li, Shinda Huang, Jiangtian Wang, and 7 more authors
    2025
    arXiv

2024

  1. SWE-Search_demo.gif
    SWE-Search: Enhancing Software Agents with Monte Carlo Tree Search and Iterative Refinement
    Antonis Antoniades, Albert Örwall, Kexun Zhang, and 3 more authors
    2024
    arXiv GitHub Website
  2. gen_vs._mem.png
    Generalization v.s. Memorization: Tracing Language Models’ Capabilities Back to Pretraining Data
    Xinyi Wang*, Antonis Antoniades*, Yanai Elazar, and 4 more authors
    2024
    arXiv
  3. multiagent_attack.png
    MultiAgent Collaboration Attack: Investigating Adversarial Attacks in Large Language Model Collaborations via Debate
    Alfonso Amayuelas, Xianjun Yang, Antonis Antoniades, and 3 more authors
    In Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024
    arXiv GitHub
  4. RLHEX_method.png
    Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement Learning
    Danqing Wang*, Antonis Antoniades*, Kha-Dinh Luong, and 6 more authors
    In Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024
    HTML
  5. generate_neurons.gif
    Neuroformer: Multimodal and Multitask Generative Pretraining for Brain Data
    Antonis Antoniades, Yiyi Yu, Joseph Canzano, and 2 more authors
    In The Twelfth International Conference on Learning Representations, 2024
    arXiv PDF GitHub Website