% Key papers for Agentic benchmarks and orchestration (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{neurips2023_mind2web_69262, title = {{Mind2Web: Towards a Generalist Agent for the Web}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/73485}, } @inproceedings{iclr2025_biodiscoveryagent_81536, title = {{BioDiscoveryAgent: An AI Agent for Designing Genetic Perturbation Experiments}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/30240}, } @inproceedings{neurips2024_secret_72949, title = {{Secret Collusion among AI Agents: Multi-Agent Deception via Steganography}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94463}, } @inproceedings{icml2025_agent_47090, title = {{Agent Workflow Memory}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/45496}, } @inproceedings{icml2024_mlagentbench_43293, title = {{MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/35159}, } @inproceedings{iclr2025_automated_83746, title = {{Automated Design of Agentic Systems}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/28073}, } @inproceedings{iclr2025_mle_80907, title = {{MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/30860}, } @inproceedings{neurips2024_optimus_72616, title = {{Optimus-1: Hybrid Multimodal Memory Empowered Agents Excel in Long-Horizon Tasks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94762}, } @inproceedings{neurips2025_agentdam_79557, title = {{AgentDAM: Privacy Leakage Evaluation for Autonomous Web Agents}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=qaxf7q41aK}, } @inproceedings{neurips2024_discoveryworld_72983, title = {{DiscoveryWorld: A Virtual Environment for Developing and Evaluating Automated Scientific Discovery Agents}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97607}, } @inproceedings{neurips2025_lc_77823, title = {{LC-Opt: Benchmarking Reinforcement Learning and Agentic AI for End-to-End Liquid Cooling Optimization in Data Centers}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=XwqawBglmv}, } @inproceedings{icml2025_agent_47101, title = {{Agent-as-a-Judge: Evaluate Agents with Agents}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/45485}, } @inproceedings{neurips2025_mlzero_75596, title = {{MLZero: A Multi-Agent System for End-to-end Machine Learning Automation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=9t7gfYUp0U}, } @inproceedings{neurips2025_mind2web_75652, title = {{Mind2Web 2: Evaluating Agentic Search with Agent-as-a-Judge}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=AUaW6DS9si}, } @inproceedings{neurips2025_webdancer_79588, title = {{WebDancer: Towards Autonomous Information Seeking Agency}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=quJdphBcdP}, } @inproceedings{aaai2026_agentsense_100118, title = {{AgentSense: Virtual Sensor Data Generation Using LLM Agents in Simulated Home Environments}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/37169}, } @inproceedings{icml2026_towards_49641, title = {{Towards a Science of AI Agent Reliability}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=4LTwRqhmhk}, } @inproceedings{neurips2025_apigen_79571, title = {{APIGen-MT: Agentic Pipeline for Multi-Turn Data Generation via Simulated Agent-Human Interplay}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=qk6ORqQ4Cu}, } @inproceedings{neurips2025_thinking_79974, title = {{Thinking vs. Doing: Improving Agent Reasoning by Scaling Test-Time Interaction}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=un1TRwNgiv}, } @inproceedings{iclr2025_agentstudio_82665, title = {{AgentStudio: A Toolkit for Building General Virtual Agents}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29133}, } @inproceedings{iclr2025_mindsearch_84053, title = {{MindSearch: Mimicking Human Minds Elicits Deep AI Searcher}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/27772}, }