Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-22T21:51:34.309870Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 100 of 300 outbound references and 100 inbound Pith citation observations for arXiv:2503.21460.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-22T21:51:34.309870Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T04:50:32.458596Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
100 of 300 outbound references displayed
External citation measurements
196
pith, observed 2026-08-05T02:28:24.338817Z
Observation 5c0a2902-3fb5-4d23-88f2-041c8e816d79 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges The rise and potential of large language model based agents: A survey
Reference 1
Source-reported events for the cited work
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Observation f089e8aa-a8f3-46ff-b7f2-51a517064a31 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Intelligent agents: Theory and practice
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6e7dc34d-5b6b-4718-8bfc-0e818cd0559c · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges How Reliable are LLMs as Knowledge Bases? Re-thinking Facutality and Consistency
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 99679f59-87dd-44df-8a2e-58781d7c05bb · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Non-Vacuous Generalization Bounds for Large Language Models
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5447c123-6623-4029-9a7a-1f456eac641f · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges From multimodal llm to human-level ai: Modality, instruction, reasoning, efficiency and beyond
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 46e4f14b-5203-4929-bc81-2261922c9353 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Towards Reasoning in Large Language Models: A Survey
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ade4f0d9-996d-47ba-9d2e-4a0b4eb7296f · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Tool-lmm: A large multi-modal model for tool agent learning
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation af3eb35c-ff97-4868-b454-3c435b6c15e7 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges A Survey on the Memory Mechanism of Large Language Model based Agents
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation de67752b-8b19-4680-8e35-220c0a9f381c · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges An In-depth Survey of Large Language Model-based Artificial Intelligence Agents
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 49d399ff-1f7f-49dd-ac10-41525b6bb192 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Cognitive architectures for language agents
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2eb16322-b318-47d4-ac85-bb64d533530f · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges A Survey on Large Language Model-Based Game Agents
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a6e9e9cc-3981-461b-a2e5-1af74847a6e6 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges A Survey on Game Playing Agents and Large Models: Methods, Applications, and Challenges
Reference 12
Source-reported events for the cited work
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Observation 0a50e5e3-bb4b-45b5-9a2a-d0b4afe95e69 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Unleashing the power of edge-cloud generative ai in mobile networks: A survey of aigc services
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fe8b59d0-07d6-43c3-9dd1-43979304cfdf · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Mobile edge intelligence for large language models: A contemporary survey
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 08012a27-4a3b-4a49-946f-247c7dc6b246 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Agent AI: Surveying the Horizons of Multimodal Interaction
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 561a9f53-aded-445c-9465-84d146170d26 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Large Model Based Agents: State-of-the-Art, Cooperation Paradigms, Security and Privacy, and Future Trends
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fdceb74f-4132-4c8b-873f-a840082ab8e7 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges A survey on large language model based autonomous agents
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation da7c0d9c-cda6-49f9-912c-f14d7f5524e4 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges A survey on llm-based multi-agent systems: workflow, infrastructure, and challenges
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4f2255c3-037c-4112-b96b-d50ae1ca2b95 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges A Review of Prominent Paradigms for LLM-Based Agents: Tool Use (Including RAG), Planning, and Feedback Learning
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation bb9ba310-deb4-4f57-8cbb-46b84a085d0c · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges A Comprehensive Survey on Multi-Agent Cooperative Decision-Making: Scenarios, Approaches, Challenges and Perspectives
Reference 20
Source-reported events for the cited work
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Observation 7b6dba5d-5f4c-4a91-9f99-01a3e9982027 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges A Survey on Vision-Language-Action Models for Embodied AI
Reference 21
Source-reported events for the cited work
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Observation cc39f168-ccac-4a1d-8750-6b57e00d6e35 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Large Language Model based Multi-Agents: A Survey of Progress and Challenges
Reference 22
Source-reported events for the cited work
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Observation 3dae9932-5d99-4081-9a6d-b73dddfe6cbf · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey
Reference 23
Source-reported events for the cited work
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Observation 9d019a3b-4ca8-4a8c-b2b8-2aae6e4be184 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Exploring Large Language Model based Intelligent Agents: Definitions, Methods, and Prospects
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f30a56ec-dc18-4e28-9b59-64340252f61d · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Camel: Communicative agents for
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4a943c36-e5ef-49be-a1cc-70643f6f5bcb · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Autogen: Enabling next-gen llm applications via multi- agent conversation
Reference 26
Source-reported events for the cited work
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Observation 24502e94-1b17-47e5-81b9-e49f6beee537 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Metagpt: Meta programming for a multi-agent collaborative framework
Reference 27
Source-reported events for the cited work
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Observation 84afec36-ef37-4445-b32d-60a1c411644c · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Chatdev: Communicative agents for software development
Reference 28
Source-reported events for the cited work
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Observation bff4dc9e-1f14-4bee-b093-627d6046ea71 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges AFlow: Automating agentic workflow generation
Reference 29
Source-reported events for the cited work
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Observation 3f5fc840-2d8a-49d5-9116-8a6107bfad81 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Generative agents: Interactive simulacra of human behavior
Reference 30
Source-reported events for the cited work
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Observation 9f1d6b2c-1a63-43d8-a8c5-8aae0737b743 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges User behavior simulation with large language model-based agents
Reference 31
Source-reported events for the cited work
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Observation 6af41cfa-6d54-44e4-ae77-f0921fd7a950 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Dspy: Compiling declarative language model calls into self-improving pipelines
Reference 32
Source-reported events for the cited work
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Observation 4182f2b7-c2f3-43b1-8906-bbe9a9a82554 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges React: Synergizing reasoning and acting in language models
Reference 33
Source-reported events for the cited work
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Observation 83dd2862-753a-4ad6-ac2b-0a02b1b0af69 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Graph of thoughts: Solving elaborate problems with large language models
Reference 34
Source-reported events for the cited work
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Observation 4d188c93-f7f8-4ffa-91b8-d50387969f14 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Voyager: An open-ended embodied agent with large language models
Reference 35
Source-reported events for the cited work
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Observation 186f5924-370c-4b79-8882-a95edf464467 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Ghost in the Minecraft: Generally Capable Agents for Open-World Environments via Large Language Models with Text-based Knowledge and Memory
Reference 36
Source-reported events for the cited work
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Observation 85ba188d-7048-4eb4-b94a-934312e684a0 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Expel: Llm agents are experiential learners
Reference 37
Source-reported events for the cited work
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Observation d68776dd-751d-4234-b10f-ddf6b6dd6a83 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Reflexion: Language agents with verbal reinforcement learning
Reference 38
Source-reported events for the cited work
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Observation cc32b7c7-9cfe-40f0-b9c3-41a47f26b0af · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Tptu: Task planning and tool usage of large language model-based ai agents
Reference 39
Source-reported events for the cited work
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Observation ac179143-ce70-468a-9cfb-15a99d41f14f · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges OpenAgents: An Open Platform for Language Agents in the Wild
Reference 40
Source-reported events for the cited work
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Observation 57dd0fd2-8e46-4d84-bb11-a4dd2b159c49 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Lego-prover: Neural theorem proving with growing libraries
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fc5f663a-54f6-4470-bf4b-e78e6d5824a5 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Memgpt: Towards llms as operating systems
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7fbd48ff-edab-4a84-a82a-4512c5229ff5 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Retrieval- augmented generation for knowledge-intensive nlp tasks
Reference 43
Source-reported events for the cited work
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Observation 3f1fae0e-9121-4d91-94f4-e091eeb5c702 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b3ea85e7-bcb3-4878-811d-d0ff2adcf55d · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Chain of agents: Large language models collaborating on long-context tasks
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 00bd238a-91d3-45e3-a630-92769c3087b5 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6842fc7c-c801-49d1-98a5-cd28efb44de2 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Llatrieval: Llm- verified retrieval for verifiable generation
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 88c9ef95-9c29-4833-ac40-7906e69809a7 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Graph-augmented reasoning: Evolving step-by-step knowledge graph retrieval for llm reasoning
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 22455c76-da20-44c0-a834-ce83a29c7375 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges DeepRAG: Thinking to Retrieve Step by Step for Large Language Models
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5fc5e81e-8f18-4865-b6f8-6c8dbc8277d8 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e4fda432-d39c-4487-8238-31e19243fef4 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Distributed problem solving and planning
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f0ade229-30f9-4974-a4fe-9314a78f2fdb · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Chain-of-Discussion: A Multi-Model Framework for Complex Evidence-Based Question Answering
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3b1a1420-62da-4e8f-9434-2129f308fffb · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Tree-Planner: Efficient Close-loop Task Planning with Large Language Models
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 17efd151-8b57-4745-acd8-46118184b1b1 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Reactree: Hierarchical task planning with dynamic tree expansion using llm agent nodes
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2cf426a0-8b7f-4cc0-a1be-7ffe751e44e2 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Large Language Model Guided Tree-of-Thought
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0b1014c1-1d7d-414e-8d5e-7369117c225a · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Rest- mcts*: Llm self-training via process reward guided tree search
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a5057724-1bd7-4a2b-8369-31df9456b3b4 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges LLM-MARS: Large Language Model for Behavior Tree Generation and NLP-enhanced Dialogue in Multi-Agent Robot Systems
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5eb048b7-718c-473b-938d-baa0269bbe3b · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges LLM-as-BT-Planner: Leveraging LLMs for Behavior Tree Generation in Robot Task Planning
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation bf58b0cb-e131-4239-8a62-0bdd6c8c86a5 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges ConceptAgent: LLM-Driven Precondition Grounding and Tree Search for Robust Task Planning and Execution
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9dea1a10-d38d-4a98-af44-43b274a4fb3e · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Grounding llms for robot task planning using closed-loop state feedback
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5520bb3f-8c4a-41ba-9edc-121492b60a72 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges TrainerAgent: Customizable and Efficient Model Training through LLM-Powered Multi-Agent System
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 25f22382-a231-4383-9203-1dacc72a3970 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 98f3cf91-3237-4a33-b660-24ddca08ba21 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges REVECA: Adaptive Planning and Trajectory-based Validation in Cooperative Language Agents using Information Relevance and Relative Proximity
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 38077096-b665-42d3-9179-b5f97639c529 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Adaplan- ner: Adaptive planning from feedback with language models
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 76f5509e-fb3e-4831-bd40-b653e53404c0 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Adaptive iterative feedback prompting for obstacle-aware path planning via llms
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 64824b64-86ad-4761-87e7-17e6ef477f75 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Making Language Models Better Tool Learners with Execution Feedback
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e6e029a4-4a4f-434b-a962-e359cf5e3662 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Gpt4tools: Teaching large language model to use tools via self- instruction
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1952bb70-6a4a-416c-b542-a18bc9d32576 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges EASYTOOL: Enhancing LLM-based Agents with Concise Tool Instruction
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 73ecf9ed-935c-426f-8448-81b88f811222 · outbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Avatar: Optimizing llm agents for tool usage via contrastive reasoning
Reference 69
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Reference 1
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Agent-ValueBench: A Comprehensive Benchmark for Evaluating Agent Values Large Language Model Agent: A Survey on Methodology, Applications and Challenges
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Dynamic Skill Lifecycle Management for Agentic Reinforcement Learning Large Language Model Agent: A Survey on Methodology, Applications and Challenges
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Reference 21
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From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Large Language Model Agent: A Survey on Methodology, Applications and Challenges
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TrajAudit: Automated Failure Diagnosis for Agentic Coding Systems Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 34
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Observation 37a9641f-ea3d-4d61-9b0e-05e69f05931e · inbound
TrajAudit: Automated Failure Diagnosis for Agentic Coding Systems Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 33
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A Unified Framework for the Evaluation of LLM Agentic Capabilities Large Language Model Agent: A Survey on Methodology, Applications and Challenges
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Skill or Skip? Learning Selective Skill Invocation in Agentic Tasks via Dual-Granularity Preference Learning Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 59
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Reference 29
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Reference 17
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Reference 10
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Beyond Alignment: Value Diversity as a Collective Property in Multicultural Agent Systems Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 38
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Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decomposition Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 1
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Post-AGI Economies: Superposition and the Second Fundamental Theorem of Welfare Economics Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 46
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Reference 22
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Reference 17
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SkillJuror: Measuring How Agent Skill Organization Changes Runtime Behavior Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 7
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LLM-as-an-Investigator: Evidence-First Reasoning for Robust Interactive Problem Diagnosis Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 4
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Observation 4d88e9a2-0be5-41a7-b888-4838860f9108 · inbound
From Chatbot to Digital Colleague: The Paradigm Shift Toward Persistent Autonomous AI Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 52
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EnvRL: Learn from Environment Dynamics in Agentic Reinforcement Learning Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 21
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RubricsTree: Scalable and Evolving Open-Ended Evaluation of Personal Health Agents across Health Memory and Medical Skills Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 22
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BioHarness: Substrate-Aware Evidence Assembly for Biomedical Question Answering across Literature, Knowledge Bases, and Biological Atlases Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 9
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When Lower Privileges Suffice: Investigating Over-Privileged Tool Selection in LLM Agents Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 3
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When Lower Privileges Suffice: Investigating Over-Privileged Tool Selection in LLM Agents Large Language Model Agent: A Survey on Methodology, Applications and Challenges
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From Question Answering to Task Completion: A Survey on Agent System and Harness Design Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 3
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Group-Graph Policy Optimization for Long-Horizon Agentic Reinforcement Learning Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 26
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Reference 40
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Reference 13
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RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources Large Language Model Agent: A Survey on Methodology, Applications and Challenges
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RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources Large Language Model Agent: A Survey on Methodology, Applications and Challenges
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Reference 33
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Reference 26
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Reference 17
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Reference 31
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Reference 160
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Reference 78
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