Overview

Web agents study how AI systems can carry out multi-step tasks on websites, from finding information to filling forms and making purchases. Common approaches combine visual or DOM-based page understanding with planning, action grounding, memory, and reusable skills; training often uses human demonstrations, synthetic environments, or reinforcement learning. Benchmarks such as WebArena, Mind2Web, and WebVoyager measure task success, while live-web tests expose challenges from changing interfaces and complex workflows. A central tension is improving reliability and efficiency without compromising security, privacy, or faithful execution of user intent.

Latest papers

CardsList

174 papers23 papers in the last four weeks, up 53% on the four weeks before. 0.1% of all new papers.

  1. Structured Distillation of Web Agent Capabilities Enables Generalization

    Apr 9, 2026Xing Han Lù, Siva ReddyLLM Agent TrainingWeb Agents

  2. Where Did It Go Wrong? Process-Level Evaluation of Web Agents with Semantic State Tracking

    Apr 8, 2026Jiwan Chung, JiHyuk Byun, Vibhav Vineet +1Process-Based Agent EvaluationAgent Evaluation

  3. WebSP-Eval: Evaluating Web Agents on Website Security and Privacy Tasks

    Apr 7, 2026Guruprasad Viswanathan Ramesh, Asmit Nayak, Basieem Siddique +1Web AgentsLLM Agent Evaluation

  4. SW-A2A^2-Bench: Benchmarking Autonomous Software Agent Generation for Agentic Web

    Apr 5, 2026Linyao Chen, Bo Huang, Qinlao Zhao +13Agentic Code GenerationWeb Agents

  5. The Art of Building Verifiers for Computer Use Agents

    Apr 5, 2026Corby Rosset, Pratyusha Sharma, Andrew Zhao +2LLM Agent VerificationAI Agent Evaluation

  6. The Tool Illusion: Rethinking Tool Use in Web Agents

    Apr 3, 2026Renze Lou, Baolin Peng, Wenlin Yao +5Tool-Use EvaluationWeb Agents

  7. Poison Once, Exploit Forever: Environment-Injected Memory Poisoning Attacks on Web Agents

    Apr 3, 2026Wei Zou, Mingwen Dong, Miguel Romero Calvo +7AI Agent SecurityAgent Memory Poisoning

  8. Read More, Think More: Revisiting Observation Reduction for Web Agents

    Apr 2, 2026Masafumi Enomoto, Ryoma Obara, Haochen Zhang +1Web Agents

  9. When Users Change Their Mind: Evaluating Interruptible Agents in Long-Horizon Web Navigation

    Apr 1, 2026Henry Peng Zou, Chunyu Miao, Wei-Chieh Huang +16LLM AgentsLLM Agent Evaluation

  10. Internal APIs Are All You Need: Shadow APIs, Shared Discovery, and the Case Against Browser-First Agent Architectures

    Apr 1, 2026Lewis Tham, Nicholas Mac Gregor Garcia, Jungpil HahnWeb Agents

  11. Webscraper: Leverage Multimodal Large Language Models for Index-Content Web Scraping

    Mar 31, 2026Guan-Lun Huang, Yuh-Jzer JoungWeb AgentsLLM Information Extraction

  12. Synergy: A Next-Generation General-Purpose Agent for Open Agentic Web

    Mar 30, 2026Xiaohang Nie, Zihan Guo, Kezhuo Yang +9Web AgentsLLM Agent Harnesses

  13. StressWeb: A Diagnostic Benchmark for Web Agent Robustness under Realistic Interaction Variability

    Mar 27, 2026Haoyue Bai, Dong Wang, Long Chen +5Web Agent BenchmarksWeb Agents

  14. AC4A: Access Control for Agents

    Mar 21, 2026Reshabh K Sharma, Dan GrossmanTool Access Control for LLM AgentsLLM Agent Security

  15. WebNavigator: Global Web Navigation via Interaction Graph Retrieval

    Mar 20, 2026Xuanwang Zhang, Yuteng Han, Jinnan Qi +5Web AgentsGraph-Based Planning

  16. ContractSkill: Repairable Contract-Based Skills for Multimodal Web Agents

    Mar 20, 2026Zijian Lu, Yiping Zuo, Yupeng Nie +4LLM Agent Skill LearningWeb Agents

  17. A Subgoal-driven Framework for Improving Long-Horizon LLM Agents

    Mar 20, 2026Taiyi Wang, Sian Gooding, Florian Hartmann +2Long-Horizon LLM AgentsWeb Agents

  18. ClawTrap: A MITM-Based Red-Teaming Framework for Real-World OpenClaw Security Evaluation

    Mar 19, 2026Haochen Zhao, Shaoyang CuiAI Agent SecurityWeb Agents

  19. SODIUM: From Open Web Data to Queryable Databases

    Mar 19, 2026Chuxuan Hu, Philip Li, Maxwell Yang +1Web Search AgentsWeb Agents

  20. Why Do LLM-based Web Agents Fail? A Hierarchical Planning Perspective

    Mar 15, 2026Mohamed Aghzal, Gregory J. Stein, Ziyu YaoWeb AgentsLLM Agent Reliability

  21. LiveWeb-IE: A Benchmark For Online Web Information Extraction

    Mar 14, 2026Seungbin Yang, Jihwan Kim, Jaemin Choi +4Document Information ExtractionWeb Agents

  22. AI Planning Framework for LLM-Based Web Agents

    Mar 13, 2026Orit Shahnovsky, Rotem DrorLLM Agent PlanningWeb Agents

  23. Safe and Scalable Web Agent Learning via Recreated Websites

    Mar 11, 2026Hyungjoo Chae, Jungsoo Park, Alan RitterWeb AgentsLLM Agent Training

  24. Enhancing Web Agents with a Hierarchical Memory Tree

    Mar 7, 2026Yunteng Tan, Zhi Gao, Xinxiao WuWeb AgentsLLM Agent Memory

  25. WebChain: A Large-Scale Human-Annotated Dataset of Real-World Web Interaction Traces

    Mar 5, 2026Sicheng Fan, Rui Wan, Yifei Leng +4Web AgentsWeb Agent Benchmarks

  26. STRUCTUREDAGENT: Planning with AND/OR Trees for Long-Horizon Web Tasks

    Mar 5, 2026ELita Lobo, Xu Chen, Jingjing Meng +5LLM Agent PlanningLong-Horizon LLM Agents

  27. WebFactory: Automated Compression of Foundational Language Intelligence into Grounded Web Agents

    Mar 5, 2026Sicheng Fan, Qingyun Shi, Shengze Xu +5Web AgentsLLM Agent Training