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Paper Citation Record · LEDGER

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World

As of 19 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.

pith.paper-citation-record.v1
2412.07472 v3

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T18:50:43.400830Z

measured 55 of 55 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:31:12.230599Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-15T17:18:53.238372Z

Reference resolution

53 of 53 outbound references displayed

  • verified exact2
  • verified fuzzy22
  • unresolved29
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 55af35ff-76e5-4237-bd4a-2681b43234c0 · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.121918Z digest=sha256:3907740c45e28a81877d5682d1dd63653dd7960f9de9598ed6eb8eb7bdb30e89

Observation c5ff5963-2eb7-4266-9552-8c5ca042712a · outbound

This paper cites Haptic perception us- ing optoelectronic robotic flesh for embodied artificially in- telligent agents.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.303816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.128687Z digest=sha256:db4037dd1fb51f4a90dc43f82f7c3d458865d4719b08fab6116db110e1ae05f3

Observation f7236a23-9eb6-47dd-bca1-b154c4672cfe · outbound

This paper cites SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.135563Z digest=sha256:307b5bb773ffd992bc3c2fbff51532ae0a800d5d5a34c3b6a3bbfdae1c44cbbb

Observation 38d8ad13-5243-47bf-a31f-60aa6e5dae8e · outbound

This paper cites An image dataset for benchmarking recommender systems with raw pixels.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World An image dataset for benchmarking recommender systems with raw pixels

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.289758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.142250Z digest=sha256:e3d257eeb541912a38e155604857b00d461fd3dd4149a6fb85f0e58fcfa99542

Observation dd087974-d35e-46d5-8619-5b8713a6d093 · outbound

This paper cites Mobile-Bench: An Evaluation Benchmark for LLM-based Mobile Agents.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Mobile-Bench: An Evaluation Benchmark for LLM-based Mobile Agents

Reference 5

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no resolver link, observed 2026-08-11T18:50:43.148775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.148775Z digest=sha256:45bbd53b41294b0cc3788203bebd926ddb81f17a8d080c8054a5bf87f56da878

Observation ca835748-5991-429d-9d62-500eeb55dd5b · outbound

This paper cites Mind2web: Towards a generalist agent for the web.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Mind2web: Towards a generalist agent for the web

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.275026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.156936Z digest=sha256:3ad1788d62b148f32a1570cc7c5111646939f9f0b7342f976bdc2a91b8fe0b3b

Observation b13ad084-defe-4c82-a5f8-812baad4fa5d · outbound

This paper cites PaLM-E: An Embodied Multimodal Language Model.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World PaLM-E: An Embodied Multimodal Language Model

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.162668Z digest=sha256:ca8fbd73919177523d9f1938ccaabb65ebd7d1aef06f03a0cebbe7e2a00b8d58

Observation 5b63df99-bf5b-4e8e-8c04-492ca296bbe0 · outbound

This paper cites WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?.

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

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no resolver link, observed 2026-08-11T18:50:43.171905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.171905Z digest=sha256:b29f0cfd2cd0b79e1e58ee93547f4d0a90ac25bc4c94b448754afb4f4ded6843

Observation 80815824-e5dd-4dd9-aeb9-030884a4fcf8 · outbound

This paper cites A survey of embodied ai: From simulators to research tasks.

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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no resolver link, observed 2026-08-11T18:50:43.180005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.180005Z digest=sha256:d8a9358635c097dd595aa8bd50dc7b00b2717d988ddbaae9aacfe0c0ec21cd1e

Observation 705c2937-f31d-4279-b31b-ea8d7f1146ee · outbound

This paper cites A social path to human- like artificial intelligence.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World A social path to human- like artificial intelligence

Reference 10

Resolution
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no resolver link, observed 2026-08-11T18:50:43.185511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.185511Z digest=sha256:9d8772ea834ddef0d02f5ed660ef61cce6bd3b9f663f0125f19b919a4692d060

Observation 8fefc933-4393-4f82-8706-bc9545caca01 · outbound

This paper cites Exploring adapter-based transfer learning for rec- ommender systems: Empirical studies and practical insights.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.244441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.191740Z digest=sha256:9411226666e13e05d6a121bbdcf8821fb90e03ffac07a8c9756909876580b61f

Observation 7111d426-cb82-4a5a-9966-e0d35f0215bf · outbound

This paper cites Simulating human society with large language model agents: City, social media, and economic system.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.231440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.196578Z digest=sha256:0d6fa82b22959de6f3d11fb06d9319730f30e515180ea195bd6fb32267e1b66a

Observation 91e034eb-39df-4194-8870-e7a6b465d33e · outbound

This paper cites EmbodiedCity: A Benchmark Platform for Embodied Agent in Real-world City Environment.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.200697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.200697Z digest=sha256:568a4b20ea5b27eaf36000907179ae529e3f6e6d9a347ece5e32b16855640dc5

Observation 4cb43209-d0d1-47dd-87f3-8277ac1f9aa5 · outbound

This paper cites Recommendation as language process- ing (rlp): A unified pretrain, personalized prompt & predict paradigm (p5).

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.217386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.205554Z digest=sha256:d60494c8bd5d58777d6e885c430eb0ddd37899d0277dbb3c0a380ebe987ee7b9

Observation 898f08ba-5e7a-48a3-9036-93fc8eeaf34b · outbound

This paper cites DeepFM: A Factorization-Machine based Neural Network for CTR Prediction.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World DeepFM: A Factorization-Machine based Neural Network for CTR Prediction

Reference 15

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.210247Z digest=sha256:b4af14505f85afe4af111832113a9a3d1236b403916cafdea0545a95df0cba4d

Observation 82c76a22-7934-4063-b47c-f67e570d63d9 · outbound

This paper cites WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.215118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.215118Z digest=sha256:323364d25ff9991b2a3a960573a5029ec5d693767bc3f3328389906f217b26d5

Observation 86361feb-8853-43ef-a8b2-57cc50f91974 · outbound

This paper cites Cogagent: A visual language model for gui agents.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Cogagent: A visual language model for gui agents

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.203849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.219649Z digest=sha256:2cb446915b8ecdfc010e5ee30d03508ab911dba743479a3e5b34c7519b8a994b

Observation 02b2af28-6050-4df2-bea3-d2c39bf98dbb · outbound

This paper cites Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders.

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

Resolution
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no resolver link, observed 2026-08-11T18:50:43.224925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.224925Z digest=sha256:9671ba2f65f62d2882d53ee66e544d07e0c3c09a627f23e598a5ffd1740fd04e

Observation a4f1b46e-37b8-4d0a-a056-cc30c9a952a0 · outbound

This paper cites Lora: Low- rank adaptation of large language models.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Lora: Low- rank adaptation of large language models

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.191283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.229200Z digest=sha256:8df389293140dcbc9e3023c0ababfec92b0b5029b48e7863b7031622952b3ebf

Observation 7a05f473-7460-47a2-be42-060ef154bd91 · outbound

This paper cites An Embodied Generalist Agent in 3D World.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World An Embodied Generalist Agent in 3D World

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.234038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.234038Z digest=sha256:577163d7c29af5687ebb722a155e901274c1b12a0b710d35cce251e34e0397e2

Observation 75745e81-07c8-48f6-982d-ce05c0a7b1fd · outbound

This paper cites Self-attentive se- quential recommendation.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Self-attentive se- quential recommendation

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.175535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.238483Z digest=sha256:c84d8f2275ad6bf740633db6fe86c9bc3abed78c44dc0d371c187a7de21f2859

Observation 0a77c0a2-ddbb-4b60-bfb1-b2aebbb633f9 · outbound

This paper cites Lan- guage models can solve computer tasks.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Lan- guage models can solve computer tasks

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.156378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.243180Z digest=sha256:8087f592e8be200498328f08585b3e3a839d83d8dbf32bb072db08d885173667

Observation 1a6c57bb-55b3-4a00-b17e-21beb6267429 · outbound

This paper cites On the Limits of Evaluating Embodied Agent Model Generalization Using Validation Sets.

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

Resolution
verified exact
local_arxiv, observed 2026-08-11T18:50:43.772162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.247815Z digest=sha256:ff495f65a6afb0e614a143e02313a2b54a962b2a6e708bd36329112402d5746c

Observation 67ae9d7c-66f8-4e92-8bda-d554abc73000 · outbound

This paper cites Matrix fac- torization techniques for recommender systems.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Matrix fac- torization techniques for recommender systems

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.134000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.252480Z digest=sha256:d9f769315183385d1d5777d826988a64f81b9d2c2778d6f9f941451b861fef5b

Observation 41007456-e9b2-4d39-b19a-f477e1bf9587 · outbound

This paper cites Exploring the upper limits of text- based collaborative filtering using large language models: Discoveries and insights.

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

Resolution
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no resolver link, observed 2026-08-11T18:50:43.257120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.257120Z digest=sha256:372563cfc3a164cda367586c49029c654705fe58ffa560bcfa0d2bc9c06adea1

Observation d0b57265-b8e4-4455-90e9-edb8fa05daf2 · outbound

This paper cites Mapping Natural Language Instructions to Mobile UI Action Sequences.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Mapping Natural Language Instructions to Mobile UI Action Sequences

Reference 26

Resolution
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no resolver link, observed 2026-08-11T18:50:43.261941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.261941Z digest=sha256:fae5a25185f9b9485ef68fe3527cbacc7487d1d147ce69efb7de3a1abb5193ea

Observation 80c0ebe7-052b-47b7-92ee-122a979073ff · outbound

This paper cites CoCo-Agent: A Comprehensive Cognitive MLLM Agent for Smartphone GUI Automation.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.267216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.267216Z digest=sha256:ed9e3dfe3a483557ec890d9bb2e332c308981c3e95d2e1189fafa1799d0c18fb

Observation d64253aa-40fd-47a5-84e7-a8715b1c45e9 · outbound

This paper cites GAIA: a benchmark for General AI Assistants.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World GAIA: a benchmark for General AI Assistants

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.272172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.272172Z digest=sha256:7ab0dbab16fdaa5dbf7eb3cd6602b07ec2d532acec3f6af9a244605b6d655edb

Observation fa946023-f504-4377-8dc4-2023bd7c9233 · outbound

This paper cites Scalable Recommendation of Wikipedia Articles to Editors Using Representation Learning.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Scalable Recommendation of Wikipedia Articles to Editors Using Representation Learning

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-08-11T18:50:43.615895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.276646Z digest=sha256:047fe6deaeb23a3969284ca3efc460c50b135210aecf25d9c9f27f68e2710320

Observation f727ed23-127a-4845-96ac-774efda4c8e6 · outbound

This paper cites AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.281241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.281241Z digest=sha256:d8b2cbb44efa15ecb344914e56f5fb7328fe54a00411e2596c992a03d46a37b3

Observation 511e441b-c720-4324-87a8-2ef3db6b114b · outbound

This paper cites Androidinthewild: A large- scale dataset for android device control.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Androidinthewild: A large- scale dataset for android device control

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.117531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.287063Z digest=sha256:834634bdfa64d7fbe19989fa9654d67228ef2f3ac8bbb200a1d22b194e34d2e2

Observation 61111097-2f81-46dc-b31e-7badd79b4384 · outbound

This paper cites BPR: Bayesian Personalized Ranking from Implicit Feedback.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World BPR: Bayesian Personalized Ranking from Implicit Feedback

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.291536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.291536Z digest=sha256:67a23aeedb275338bea0d453469e85ca9f1d01db9fc108001b1965c00c99c313

Observation 23fb1a8a-c286-4d44-8dab-a1ef1a401be3 · outbound

This paper cites World of bits: An open-domain plat- form for web-based agents.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.103684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.296179Z digest=sha256:511aaef00a2f3c15876be2f4b53b34b385074742ea8fdfbe7b393fe3185a7d27

Observation 978e3d07-e7b7-438d-8581-6071fe3c1296 · outbound

This paper cites Behav- ior: Benchmark for everyday household activities in virtual, interactive, and ecological environments.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.089715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.301019Z digest=sha256:fb9f753a12e669f8c74b2a1635eb6678f66eddb03ddd26930346ef6b5dd92523

Observation d485a1ba-4c76-43a1-ae82-e1a95f48d75a · outbound

This paper cites Cradle: Empowering Foundation Agents Towards General Computer Control.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Cradle: Empowering Foundation Agents Towards General Computer Control

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.305961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.305961Z digest=sha256:477221f59854b32216d66a6b999ea6689fad405bd74866be3c0ac59a5b1976d8

Observation 4171b1b9-691c-44aa-a957-1ca8bed289e6 · outbound

This paper cites Enabling conversational interaction with mobile ui using large language models.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Enabling conversational interaction with mobile ui using large language models

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.075169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.311653Z digest=sha256:493b4ad80ec797b94e1733712d664dcce086abfb08a7113364c3b7086cd1df37

Observation 57e0f820-4f87-411d-9575-73521a851cac · outbound

This paper cites Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perception.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.316208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.316208Z digest=sha256:65ec38dbd80b188f4f5229ccc41e25438e6b19a28848fb409c37e9cf8a7806fa

Observation 41b7fe4e-1ff9-47c6-8e2c-3765687b86d4 · outbound

This paper cites Llmrec: Large language models with graph augmentation for recommendation.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Llmrec: Large language models with graph augmentation for recommendation

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.057720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.321972Z digest=sha256:3b3bf28aeba5b90521bba8e022d2fcac1092e61d4e6459b5550bee158af831a9

Observation bbfe4aaf-896e-4a60-9a0e-36e3def252cb · outbound

This paper cites A survey on large language models for recommendation.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World A survey on large language models for recommendation

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.039111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.326758Z digest=sha256:3028effc0fb5906c2893f3f93b87e38999a5f9bc814dc43cfd5d7af93a871f35

Observation 4018c199-e61a-47ae-9646-5944f5ac4379 · outbound

This paper cites OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.332100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.332100Z digest=sha256:4cd037311c287091f68c63c1a125975a555fa7ad9f222521a7994d11ebe6f66f

Observation 00fe47fd-044d-4de6-b96c-5e76110a0eec · outbound

This paper cites Urban Generative Intelligence (UGI): A Foundational Platform for Agents in Embodied City Environment.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.337172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.337172Z digest=sha256:45670ba987c4e493f02c2d07975f4f916908bd7a7f883706c766067604c8ad4d

Observation dab5a956-12bd-4c02-aa78-dac1ccac2f42 · outbound

This paper cites GPT-4V in Wonderland: Large Multimodal Models for Zero-Shot Smartphone GUI Navigation.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.342610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.342610Z digest=sha256:45cdbc04b0b3bc924cce56d561121982cdc9e435a8b93bd4e2e0ec5d5935977a

Observation 95384ba8-350f-40a0-addb-504ee2487f19 · outbound

This paper cites Octopus: Embodied vision-language programmer from environmental feedback.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Octopus: Embodied vision-language programmer from environmental feedback

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.348517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.348517Z digest=sha256:45b5046d887edb80842f6da036af8b7d675381dec3b794ec6a1d7661c9e2083a

Observation b8e540d9-9461-4686-8460-fb846513e230 · outbound

This paper cites AppAgent: Multimodal Agents as Smartphone Users.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World AppAgent: Multimodal Agents as Smartphone Users

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.353340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.353340Z digest=sha256:b329dd52b5328223400993c2245d88b86259d0a92c90b46adbf5dd00a75ba721

Observation d3d71472-7f2c-43f5-aeaa-dc29312155a1 · outbound

This paper cites On-Device Recommender Systems: A Comprehensive Survey.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World On-Device Recommender Systems: A Comprehensive Survey

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.360342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.360342Z digest=sha256:7474bf28d61bf299ab6f74f6c4e000356dfa96dd5ac59172a69b4b4ed6bbf284

Observation 6ebdff24-dd5e-479e-bf87-9b747af8b7bb · outbound

This paper cites A simple convolutional generative network for next item recommendation.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World A simple convolutional generative network for next item recommendation

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:44.013522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.365186Z digest=sha256:e53fde3fc68367b55c101980f4552238ad512b50da9649d65bdfdeb597eb2f1b

Observation a4839072-0712-476b-abcd-eafba146d137 · outbound

This paper cites Federated unlearning for on-device rec- ommendation.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Federated unlearning for on-device rec- ommendation

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:43.996886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.369974Z digest=sha256:ce6f4ab105922bc82521cbe8ea9bd70d4b30af63e8d7741f018663b193065089

Observation b20a9264-bd77-4c7d-8bc5-6b0c312fa65c · outbound

This paper cites Where to go next for recommender systems? id-vs.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Where to go next for recommender systems? id-vs

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:43.975806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.376036Z digest=sha256:e89f3a7f3d96a917f542e42d81b751d4c512edfc9c5f724dc000ee2f797bfcfe

Observation 4b8ccca4-66e4-455b-b191-e8f913fab00e · outbound

This paper cites You Only Look at Screens: Multimodal Chain-of-Action Agents.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World You Only Look at Screens: Multimodal Chain-of-Action Agents

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.380686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.380686Z digest=sha256:c3614dd9694c08911c13f2f4d51a0802d0a75d2ad733056408c316eb68c24943

Observation d43bcf0d-c7ea-4670-bb75-b9fb5cd996c4 · outbound

This paper cites Ninerec: A benchmark dataset suite for evaluating transfer- able recommendation.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Ninerec: A benchmark dataset suite for evaluating transfer- able recommendation

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:43.961236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.385349Z digest=sha256:af9a19b9a80c51afe36400773b6de8c5f03f47dfb1c2fad462b0dd5a9fc796c6

Observation 76dbfb54-23dc-4c37-9a65-00e2f0c07792 · outbound

This paper cites Android in the Zoo: Chain-of-Action-Thought for GUI Agents.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T18:50:43.390498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:50:43.390498Z digest=sha256:fa404303c9b75b789782380b38476731400d3dfdd39872ef2881cc3ee6408308

Observation feae43a5-f221-4703-b0f4-0025780e059c · outbound

This paper cites Synapse: Trajectory-as-exemplar prompting with memory for computer control.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Synapse: Trajectory-as-exemplar prompting with memory for computer control

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:50:43.945859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.396046Z digest=sha256:c11c0b6fcd5e0182d8112bdea8b9c8acb909d638a8a23d9f36bac4b6a45bd9d2

Observation 31e8a1df-97fb-4691-a225-c49eeca464e7 · outbound

This paper cites an unresolved cited work.

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-11T18:50:43.928159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T18:50:43.400830Z digest=sha256:087d6f70b373330b9f2e43541384a9a43fb816a5221d6a3d246616e3ca1c5851

Pith citing papers

Observation f2c44f69-614b-420a-87bb-4945fe6f0a6a · inbound

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey cites this paper.

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World

Reference 144

Resolution
verified exact
arxiv_id, observed 2026-05-15T17:18:53.240563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-15T17:18:52.996467Z digest=sha256:4290174e695b0edc6dc94d48bda9981b03b0f35603b0134716e1a2c80336f2d3

Observation 5ab0708c-06bf-4887-9fd8-3cb9368587fb · inbound

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience cites this paper.

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

Resolution
unresolved
no resolver link, observed 2026-08-15T23:31:12.230599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:31:12.230599Z digest=sha256:3db07bfa3d2dfd4bb6315f4171aa13446b2574e18b2095a7fda32c39eadbd095