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218218** P066** - Democratizing AI Scientists using ToolUniverse
219219 - [ :material-file-document: Paper] ( https://arxiv.org/abs/2509.23426 ) · [ :material-github: GitHub] ( https://github.com/mims-harvard/ToolUniverse )
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221+ ** P067** - Dyna-Mind: Learning to Simulate from Experience for Better AI Agents
222+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.09577 )
223+
224+ ** P068** - DeepTravel: An End-to-End Agentic Reinforcement Learning Framework for Autonomous Travel Planning Agents
225+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2509.21842 )
226+
227+ ** P069** - DSPO: Stable and Efficient Policy Optimization for Agentic Search and Reasoning
228+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.09255 )
229+
230+ ** P070** - MOSAIC: Multi-agent Orchestration for Task-Intelligent Scientific Coding
231+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.08804 )
232+
233+ ** P071** - MASA: LLM-Driven Multi-Agent Systems for Autoformalization
234+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.08988 )
235+
236+ ** P072** - Exploiting Web Search Tools of AI Agents for Data Exfiltration
237+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.09093 )
238+
239+ ** P073** - Auto-scaling Continuous Memory for GUI Agent
240+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.09038 )
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283304** E010** - GPQA: A Graduate-Level Google-Proof Q&A Benchmark
284305 - [ :material-file-document: Paper] ( https://arxiv.org/abs/2311.12022 ) · [ :material-github: GitHub] ( https://github.com/idavidrein/gpqa/ )
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285307** E011** - WebWalkerQA: WebWalker: Benchmarking LLMs in Web Traversal
286308 - [ :material-file-document: Paper] ( https://arxiv.org/abs/2501.07572 ) · [ :material-github: GitHub] ( https://github.com/Alibaba-NLP/DeepResearch ) · [ :material-trophy: Leaderboard] ( https://huggingface.co/spaces/callanwu/WebWalkerQALeaderboard )
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336358** E028** - Haystack Engineering: Context Engineering for Heterogeneous and Agentic Long-Context Evaluation
337359 - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.07414 ) · [ :material-github: GitHub] ( https://github.com/Graph-COM/HaystackCraft )
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361+ ** E029** - DITING: A Multi-Agent Evaluation Framework for Benchmarking Web Novel Translation
362+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.09116 )
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389414** M015** - ToolMem: Enhancing Multimodal Agents with Learnable Tool Capability Memory
390415 - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.06664 )
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417+ ** M016** - CAM: A Constructivist View of Agentic Memory for LLM-Based Reading Comprehension
418+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2510.05520 )
419+
420+ ** M017** - Mem-α: Learning Memory Construction via Reinforcement Learning
421+ - [ :material-file-document: Paper] ( https://arxiv.org/abs/2509.25911 )
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