Key papers

• Frontier Financial Judgement: Can agents tell what might move a stock? (2026)
  Joshua Harris
  5.01
• GS-Agent: Creating 4D Physical Worlds With Generative Simulation (2026)
  Hongxin Zhang et al.
  5.01
• DFAH-Bench: Benchmarking Observable Agent Instability in Financial Decision-Making (2026)
  Raffi Khatchadourian
  4.39
• Telco-GAIA: Bilingual Benchmark for Agents in Telecom Domain (2026)
  Dmitrii Khizbullin et al.
  4.39
• AppWorld-UL: Benchmarking Diverse Agent-User Interactions for Tool-Use (2026)
  Junzhi Chen et al.
  4.39
• Fin-Analyst at FinMMEval 2026 Task 3: A Live Hybrid Trading Agent with LLM Specialists and Rule-Based Signals (2026)
  Mohotarema Rashid et al.
  3.51
• RynnWorld-Teleop: An Action-Conditioned World Model for Digital Teleoperation (2026)
  Haoyu Zhao et al.
  2.00
• Learning to Commit: Generating Organic Pull Requests via Online Repository Memory (2026)
  Mo Li et al.
  1.94
• FastKernels: Benchmarking GPU Kernel Generation in Production (2026)
  Gabriele Oliaro et al.
  1.94
• Revisiting Observation Reduction for Web Agents: Comprehensive Evaluation with a Lightweight Framework (2026)
  Masafumi Enomoto et al.
  1.89
• SEVerA: Verified Synthesis of Self-Evolving Agents (2026)
  Debangshu Banerjee et al.
  1.78
• SERA: Soft-Verified Efficient Repository Agents (2026)
  Ethan Shen et al.
  1.67
• Cybernaut: Towards Reliable Web Automation (2025)
  Ankur Tomar et al.
  1.39
• API Agents vs. GUI Agents: Divergence and Convergence (2025)
  Chaoyun Zhang et al.
  1.28
• EXP-Bench: Can AI Conduct AI Research Experiments? (2025)
  Patrick Tser Jern Kon et al.
  1.28
• Skywork-SWE: Unveiling Data Scaling Laws for Software Engineering in LLMs (2025)
  Liang Zeng et al.
  1.28
• Agent Data Protocol: Unifying Datasets for Diverse, Effective Fine-tuning of LLM Agents (2025)
  Yueqi Song et al.
  1.28
• TableTalk: Scaffolding Spreadsheet Development with a Language Agent (2025)
  Jenny T. Liang et al.
  1.06
• Tailoring with Targeted Precision: Edit-Based Agents for Open-Domain Procedure Customization (2023)
  Yash Kumar Lal and Li Zhang and Faeze Brahman and Bodhisattwa Prasad Majumder and Peter Clark and Niket Tandon
  —
• LLM as OS, Agents as Apps: Envisioning AIOS, Agents and the AIOS-Agent Ecosystem (2023)
  Yingqiang Ge et al.
  —
• Mind2Web: Towards a Generalist Agent for the Web (2023)
  Xiang Deng et al.
  —
• WebArena: A Realistic Web Environment for Building Autonomous Agents (2023)
  Shuyan Zhou et al.
  —
• Lemur: Harmonizing Natural Language and Code for Language Agents (2023)
  Yiheng Xu et al.
  —
• Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning (2024)
  Joongwon Kim et al.
  —
• OpenDevin: An Open Platform for AI Software Developers as Generalist Agents (2024)
  Xingyao Wang et al.
  —
• Automated Design of Agentic Systems (2024)
  Shengran Hu et al.
  —
• MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering (2024)
  Jun Shern Chan et al.
  —