Key papers

• MemSyco-Bench: Benchmarking Sycophancy in Agent Memory (2026)
  Zhishang Xiang et al.
  2.00
• Controllable Memory Usage: Balancing Anchoring and Innovation in Long-Term Human-Agent Interaction (2026)
  Muzhao Tian et al.
  1.94
• EvoFSM: Controllable Self-Evolution for Deep Research with Finite State Machines (2026)
  Shuo Zhang et al.
  1.94
• ISO-Bench: Can Coding Agents Optimize Real-World Inference Workloads? (2026)
  Ayush Nangia et al.
  1.94
• Extending One-Step Image Generation from Class Labels to Text via Discriminative Text Representation (2026)
  Chenxi Zhao et al.
  1.94
• Known By Their Actions: Fingerprinting LLM Browser Agents via UI Traces (2026)
  William Lugoloobi et al.
  1.94
• DeNovoSWE: Scaling Long-Horizon Environments for Generating Entire Repositories from Scratch (2026)
  Jiale Zhao et al.
  1.94
• SkillOS: Learning Skill Curation for Self-Evolving Agents (2026)
  Siru Ouyang et al.
  1.89
• Function2Scene: 3D Indoor Scene Layout from Functional Specifications (2026)
  Ruiqi Wang et al.
  1.89
• TRIP-Bench: A Benchmark for Long-Horizon Interactive Agents in Real-World Scenarios (2026)
  Yuanzhe Shen et al.
  1.72
• FilmAgent: A Multi-Agent Framework for End-to-End Film Automation in Virtual 3D Spaces (2025)
  Zhenran Xu et al.
  1.28
• PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback (2025)
  Kanika Goswami et al.
  1.28
• SwiLTra-Bench: The Swiss Legal Translation Benchmark (2025)
  Joel Niklaus et al.
  1.28
• IFIR: A Comprehensive Benchmark for Evaluating Instruction-Following in Expert-Domain Information Retrieval (2025)
  Tingyu Song et al.
  1.28
• SafeArena: Evaluating the Safety of Autonomous Web Agents (2025)
  Ada Defne Tur et al.
  1.28
• Beyond One-Size-Fits-All: Inversion Learning for Highly Effective NLG Evaluation Prompts (2025)
  Hanhua Hong et al.
  1.28
• EXP-Bench: Can AI Conduct AI Research Experiments? (2025)
  Patrick Tser Jern Kon et al.
  1.28
• Cascading Adversarial Bias from Injection to Distillation in Language Models (2025)
  Harsh Chaudhari et al.
  1.28
• AgentSynth: Scalable Task Generation for Generalist Computer-Use Agents (2025)
  Jingxu Xie et al.
  1.28
• Tool-integrated Reinforcement Learning for Repo Deep Search (2025)
  Zexiong Ma et al.
  1.28
• Just Do It!? Computer-Use Agents Exhibit Blind Goal-Directedness (2025)
  Erfan Shayegani et al.
  1.28
• PokeeResearch: Effective Deep Research via Reinforcement Learning from AI Feedback and Robust Reasoning Scaffold (2025)
  Yi Wan et al.
  1.28
• WebOperator: Action-Aware Tree Search for Autonomous Agents in Web Environment (2025)
  Mahir Labib Dihan et al.
  1.28
• ChatAnything: Facetime Chat with LLM-Enhanced Personas (2023)
  Yilin Zhao et al.
  —
• Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations (2023)
  Hakan Inan et al.
  —
• WaveCoder: Widespread And Versatile Enhanced Instruction Tuning with Refined Data Generation (2023)
  Zhaojian Yu et al.
  —
• Goldfish: Vision-Language Understanding of Arbitrarily Long Videos (2024)
  Kirolos Ataallah et al.
  —
• Strategist: Learning Strategic Skills by LLMs via Bi-Level Tree Search (2024)
  Jonathan Light et al.
  —
• GenAgent: Build Collaborative AI Systems with Automated Workflow Generation -- Case Studies on ComfyUI (2024)
  Xiangyuan Xue et al.
  —
• ComfyGen: Prompt-Adaptive Workflows for Text-to-Image Generation (2024)
  Rinon Gal et al.
  —
• Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System (2024)
  Weize Chen et al.
  —
• From CISC to RISC: language-model guided assembly transpilation (2024)
  Ahmed Heakl et al.
  —