Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems
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2504.01990
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213
Yu Gu
entslscheia
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Open-source DeepResearch – Freeing our search agents
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Beyond I.I.D.: Three Levels of Generalization for Question Answering on Knowledge Bases
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2011.07743
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Mind2Web: Towards a Generalist Agent for the Web
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2306.06070
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KoLA: Carefully Benchmarking World Knowledge of Large Language Models
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2306.09296
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A Systematic Investigation of KB-Text Embedding Alignment at Scale
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2106.01586
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Bringing Back the Context: Camera Trap Species Identification as Link Prediction on Multimodal Knowledge Graphs
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2401.00608
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Middleware for LLMs: Tools Are Instrumental for Language Agents in Complex Environments
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2402.14672
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Don't Generate, Discriminate: A Proposal for Grounding Language Models to Real-World Environments
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2212.09736
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HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models
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2405.14831
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VisualAgentBench: Towards Large Multimodal Models as Visual Foundation Agents
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2408.06327
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Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents
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2410.05243
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ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery
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2410.05080
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Programming Every Example: Lifting Pre-training Data Quality like Experts at Scale
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2409.17115
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