Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T18:50:43.400830Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 2 inbound Pith citation observations for arXiv:2412.07472.
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 2026-08-11T18:50:43.400830Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:31:12.230599Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-15T17:18:53.238372Z
53 of 53 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 55af35ff-76e5-4237-bd4a-2681b43234c0 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5ff5963-2eb7-4266-9552-8c5ca042712a · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Haptic perception us- ing optoelectronic robotic flesh for embodied artificially in- telligent agents
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f7236a23-9eb6-47dd-bca1-b154c4672cfe · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38d8ad13-5243-47bf-a31f-60aa6e5dae8e · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World An image dataset for benchmarking recommender systems with raw pixels
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dd087974-d35e-46d5-8619-5b8713a6d093 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Mobile-Bench: An Evaluation Benchmark for LLM-based Mobile Agents
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca835748-5991-429d-9d62-500eeb55dd5b · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Mind2web: Towards a generalist agent for the web
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b13ad084-defe-4c82-a5f8-812baad4fa5d · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World PaLM-E: An Embodied Multimodal Language Model
Reference 7
Source-reported events for the cited work
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Observation 5b63df99-bf5b-4e8e-8c04-492ca296bbe0 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80815824-e5dd-4dd9-aeb9-030884a4fcf8 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World A survey of embodied ai: From simulators to research tasks
Reference 9
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Unavailable: canonical work link unavailable.
Observation 705c2937-f31d-4279-b31b-ea8d7f1146ee · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World A social path to human- like artificial intelligence
Reference 10
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Unavailable: canonical work link unavailable.
Observation 8fefc933-4393-4f82-8706-bc9545caca01 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Exploring adapter-based transfer learning for rec- ommender systems: Empirical studies and practical insights
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7111d426-cb82-4a5a-9966-e0d35f0215bf · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Simulating human society with large language model agents: City, social media, and economic system
Reference 12
Source-reported events for the cited work
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Observation 91e034eb-39df-4194-8870-e7a6b465d33e · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World EmbodiedCity: A Benchmark Platform for Embodied Agent in Real-world City Environment
Reference 13
Source-reported events for the cited work
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Observation 4cb43209-d0d1-47dd-87f3-8277ac1f9aa5 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Recommendation as language process- ing (rlp): A unified pretrain, personalized prompt & predict paradigm (p5)
Reference 14
Source-reported events for the cited work
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Observation 898f08ba-5e7a-48a3-9036-93fc8eeaf34b · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World DeepFM: A Factorization-Machine based Neural Network for CTR Prediction
Reference 15
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Unavailable: canonical work link unavailable.
Observation 82c76a22-7934-4063-b47c-f67e570d63d9 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models
Reference 16
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Unavailable: canonical work link unavailable.
Observation 86361feb-8853-43ef-a8b2-57cc50f91974 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Cogagent: A visual language model for gui agents
Reference 17
Source-reported events for the cited work
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Observation 02b2af28-6050-4df2-bea3-d2c39bf98dbb · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders
Reference 18
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Unavailable: canonical work link unavailable.
Observation a4f1b46e-37b8-4d0a-a056-cc30c9a952a0 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Lora: Low- rank adaptation of large language models
Reference 19
Source-reported events for the cited work
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Observation 7a05f473-7460-47a2-be42-060ef154bd91 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World An Embodied Generalist Agent in 3D World
Reference 20
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Unavailable: canonical work link unavailable.
Observation 75745e81-07c8-48f6-982d-ce05c0a7b1fd · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Self-attentive se- quential recommendation
Reference 21
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Observation 0a77c0a2-ddbb-4b60-bfb1-b2aebbb633f9 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Lan- guage models can solve computer tasks
Reference 22
Source-reported events for the cited work
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Observation 1a6c57bb-55b3-4a00-b17e-21beb6267429 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World On the Limits of Evaluating Embodied Agent Model Generalization Using Validation Sets
Reference 23
Source-reported events for the cited work
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Observation 67ae9d7c-66f8-4e92-8bda-d554abc73000 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Matrix fac- torization techniques for recommender systems
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 41007456-e9b2-4d39-b19a-f477e1bf9587 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Exploring the upper limits of text- based collaborative filtering using large language models: Discoveries and insights
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0b57265-b8e4-4455-90e9-edb8fa05daf2 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Mapping Natural Language Instructions to Mobile UI Action Sequences
Reference 26
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Unavailable: canonical work link unavailable.
Observation 80c0ebe7-052b-47b7-92ee-122a979073ff · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World CoCo-Agent: A Comprehensive Cognitive MLLM Agent for Smartphone GUI Automation
Reference 27
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Unavailable: canonical work link unavailable.
Observation d64253aa-40fd-47a5-84e7-a8715b1c45e9 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World GAIA: a benchmark for General AI Assistants
Reference 28
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Unavailable: canonical work link unavailable.
Observation fa946023-f504-4377-8dc4-2023bd7c9233 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Scalable Recommendation of Wikipedia Articles to Editors Using Representation Learning
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f727ed23-127a-4845-96ac-774efda4c8e6 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents
Reference 30
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Observation 511e441b-c720-4324-87a8-2ef3db6b114b · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Androidinthewild: A large- scale dataset for android device control
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 61111097-2f81-46dc-b31e-7badd79b4384 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World BPR: Bayesian Personalized Ranking from Implicit Feedback
Reference 32
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Unavailable: canonical work link unavailable.
Observation 23fb1a8a-c286-4d44-8dab-a1ef1a401be3 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World World of bits: An open-domain plat- form for web-based agents
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 978e3d07-e7b7-438d-8581-6071fe3c1296 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Behav- ior: Benchmark for everyday household activities in virtual, interactive, and ecological environments
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d485a1ba-4c76-43a1-ae82-e1a95f48d75a · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Cradle: Empowering Foundation Agents Towards General Computer Control
Reference 35
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Observation 4171b1b9-691c-44aa-a957-1ca8bed289e6 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Enabling conversational interaction with mobile ui using large language models
Reference 36
Source-reported events for the cited work
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Observation 57e0f820-4f87-411d-9575-73521a851cac · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perception
Reference 37
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Observation 41b7fe4e-1ff9-47c6-8e2c-3765687b86d4 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Llmrec: Large language models with graph augmentation for recommendation
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation bbfe4aaf-896e-4a60-9a0e-36e3def252cb · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World A survey on large language models for recommendation
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4018c199-e61a-47ae-9646-5944f5ac4379 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments
Reference 40
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Observation 00fe47fd-044d-4de6-b96c-5e76110a0eec · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Urban Generative Intelligence (UGI): A Foundational Platform for Agents in Embodied City Environment
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dab5a956-12bd-4c02-aa78-dac1ccac2f42 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World GPT-4V in Wonderland: Large Multimodal Models for Zero-Shot Smartphone GUI Navigation
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95384ba8-350f-40a0-addb-504ee2487f19 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Octopus: Embodied vision-language programmer from environmental feedback
Reference 43
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Unavailable: canonical work link unavailable.
Observation b8e540d9-9461-4686-8460-fb846513e230 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World AppAgent: Multimodal Agents as Smartphone Users
Reference 44
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Unavailable: canonical work link unavailable.
Observation d3d71472-7f2c-43f5-aeaa-dc29312155a1 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World On-Device Recommender Systems: A Comprehensive Survey
Reference 45
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Observation 6ebdff24-dd5e-479e-bf87-9b747af8b7bb · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World A simple convolutional generative network for next item recommendation
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a4839072-0712-476b-abcd-eafba146d137 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Federated unlearning for on-device rec- ommendation
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b20a9264-bd77-4c7d-8bc5-6b0c312fa65c · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Where to go next for recommender systems? id-vs
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4b8ccca4-66e4-455b-b191-e8f913fab00e · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World You Only Look at Screens: Multimodal Chain-of-Action Agents
Reference 49
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Unavailable: canonical work link unavailable.
Observation d43bcf0d-c7ea-4670-bb75-b9fb5cd996c4 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Ninerec: A benchmark dataset suite for evaluating transfer- able recommendation
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 76dbfb54-23dc-4c37-9a65-00e2f0c07792 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Android in the Zoo: Chain-of-Action-Thought for GUI Agents
Reference 51
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Unavailable: canonical work link unavailable.
Observation feae43a5-f221-4703-b0f4-0025780e059c · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Synapse: Trajectory-as-exemplar prompting with memory for computer control
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 31e8a1df-97fb-4691-a225-c49eeca464e7 · outbound
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f2c44f69-614b-420a-87bb-4945fe6f0a6a · inbound
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World
Reference 144
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5ab0708c-06bf-4887-9fd8-3cb9368587fb · inbound
Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World
Reference 77
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Unavailable: canonical work link unavailable.