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239239** P073** - Auto-scaling Continuous Memory for GUI Agent
240240 - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.09038 )
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242+ ** P074** - StoryBox: Collaborative Multi-Agent Simulation for Hybrid Bottom-Up Long-Form Story Generation Using Large Language Models
243+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.11618 )
244+
245+ ** P075** - WebRouter: Query-specific Router via Variational Information Bottleneck for Cost-sensitive Web Agent
246+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.11221 )
247+
248+ ** P076** - LLM×MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent System
249+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.10890 )
250+
251+ ** P077** - BrowserAgent: Building Web Agents with Human-Inspired Web Browsing Actions
252+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.10666 )
253+
254+ ** P078** - AGENTIQL: An Agent-Inspired Multi-Expert Framework for Text-to-SQL Generation
255+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.10661 )
256+
257+ ** P079** - FML-bench: A Benchmark for Automatic ML Research Agents Highlighting the Importance of Exploration Breadth
258+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.10472 )
259+
260+ ** P080** - MedAgentAudit: Diagnosing and Quantifying Collaborative Failure Modes in Medical Multi-Agent Systems
261+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.10185 )
262+
263+ ** P081** - Can Tool-Integrated Reinforcement Learning Generalize Across Diverse Domains?
264+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.11184 )
265+
266+ ** P082** - A Survey on Agentic Multimodal Large Language Models
267+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.10991 )
268+
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361389** E029** - DITING: A Multi-Agent Evaluation Framework for Benchmarking Web Novel Translation
362390 - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.09116 )
363391
392+ ** E030** - When Agents Trade: Live Multi-Market Trading Benchmark for LLM Agents
393+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.11695 )
394+
395+ ** E031** - A Comprehensive Survey on Benchmarks and Solutions in Software Engineering of LLM-Empowered Agentic System
396+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.09721 )
397+
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420454** M017** - Mem-α: Learning Memory Construction via Reinforcement Learning
421455 - [ :material-file-document: Paper] ( https://arxiv.org/abs/2509.25911 )
422456
457+ ** M018** - Preference-Aware Memory Update for Long-Term LLM Agents
458+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.09720 )
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