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Paper Citation Record · LEDGER

Less is More: Empowering GUI Agent with Context-Aware Simplification

As of 14 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 2 inbound Pith citation observations for arXiv:2507.03730.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.03730 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:09:51.569273Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T01:01:06.816576Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T01:01:10.858336Z

Reference resolution

64 of 64 outbound references displayed

  • verified exact0
  • verified fuzzy61
  • unresolved2
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c666d963-2654-4f86-816b-de01eed305aa · outbound

This paper cites Qwen-VL: A Frontier Large Vision-Language Model with Versatile Abilities.

Less is More: Empowering GUI Agent with Context-Aware Simplification Qwen-VL: A Frontier Large Vision-Language Model with Versatile Abilities

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.668899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:47.858547Z digest=sha256:362e9e9aa0f1a388b6f4638c40d637177b5bbf6058e82870fb00f7b2a5e9458e

Observation fd5bc48d-a788-4737-8e8a-bcd11cdcc30b · outbound

This paper cites Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation.

Less is More: Empowering GUI Agent with Context-Aware Simplification Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.653143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:47.917744Z digest=sha256:edec2fec52e7f1a8de481af5f279fdb75582308a81b8afd845045c870f9f81f0

Observation b163aad4-b072-49e4-91da-cdcb2c1b21e8 · outbound

This paper cites Lion: Empowering multimodal large language model with dual-level visual knowledge.

Less is More: Empowering GUI Agent with Context-Aware Simplification Lion: Empowering multimodal large language model with dual-level visual knowledge

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.635361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:48.028732Z digest=sha256:6b786e6e2b69a3aaa12ca4d7d417f8bc7aafdd0240d6356772143875136d1a1c

Observation f906b3a6-cea7-4587-b747-e2e4c10b230c · outbound

This paper cites An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models.

Less is More: Empowering GUI Agent with Context-Aware Simplification An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.619835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:48.130848Z digest=sha256:1c047330ecb058efd9c36729016759086adcd0ba1d11d5efa0aeb4d67359305a

Observation 503f9c9d-ecd3-4797-aaaa-8481398c9304 · outbound

This paper cites InternVL: Scaling up Vision Foundation Mod- els and Aligning for Generic Visual-Linguistic Tasks.

Less is More: Empowering GUI Agent with Context-Aware Simplification InternVL: Scaling up Vision Foundation Mod- els and Aligning for Generic Visual-Linguistic Tasks

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.600453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:48.274873Z digest=sha256:f47ea55a8dd042faad12593f425b1a9eac21869d56adedd5977c9da6f655e1b5

Observation c6e554e4-df89-4851-a31c-a2ad7e685f49 · outbound

This paper cites SeeClick: Har- nessing GUI Grounding for Advanced Visual GUI Agents.

Less is More: Empowering GUI Agent with Context-Aware Simplification SeeClick: Har- nessing GUI Grounding for Advanced Visual GUI Agents

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.583030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:48.375727Z digest=sha256:e7839818caf355aa73e9cb3fd4768e8187273b526eb783ba580ea7bc4ca25f3e

Observation f6ca013a-8e89-424f-98fa-20551349762e · outbound

This paper cites Pangu-Agent: A Fine-Tunable Generalist Agent with Structured Reasoning.

Less is More: Empowering GUI Agent with Context-Aware Simplification Pangu-Agent: A Fine-Tunable Generalist Agent with Structured Reasoning

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.566936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:48.471675Z digest=sha256:d5a7cf4d4e4eb29680b7d26fecd85386200e8279ceef04279c745ff71805fe2a

Observation 66e36156-a747-4c07-ba3c-30d223388c04 · outbound

This paper cites InstructBLIP: Towards General- purpose Vision-Language Models with Instruction Tuning.

Less is More: Empowering GUI Agent with Context-Aware Simplification InstructBLIP: Towards General- purpose Vision-Language Models with Instruction Tuning

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.550860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:48.642074Z digest=sha256:133c8173ef5e12d8e9130670e612729e298e13bf81d58e0c7e97d08fe390e103

Observation 17e67c77-1b62-4a3f-bffb-84a2c6bccfb0 · outbound

This paper cites Mind2Web: Towards a Generalist Agent for the Web.

Less is More: Empowering GUI Agent with Context-Aware Simplification Mind2Web: Towards a Generalist Agent for the Web

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.534350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:48.986906Z digest=sha256:c57a034d62401f49cd08a3dc59391f9fc486368f996c023bb327341b6d73a4e1

Observation f3ad09c4-3963-4c36-8c22-ec92878128b2 · outbound

This paper cites Iris: Breaking GUI Complexity with Adap- tive Focus and Self-Refining.

Less is More: Empowering GUI Agent with Context-Aware Simplification Iris: Breaking GUI Complexity with Adap- tive Focus and Self-Refining

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.517395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:49.265158Z digest=sha256:36a54c0f57affc24d913e8cd81e5ae812c13810704f324f16052d9a7a6267e32

Observation bf570c6e-fa29-4d65-9dac-45f5fe92d7f5 · outbound

This paper cites Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents.

Less is More: Empowering GUI Agent with Context-Aware Simplification Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.499522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:49.354202Z digest=sha256:957818bb90ca3e61919a0af3b9fcdbdf5d7bc26ddbd3ccf924629ec2ae979c10

Observation feba8b3a-88e6-4b58-a63f-03c16757acde · outbound

This paper cites CogAgent: A Visual Language Model for GUI Agents.

Less is More: Empowering GUI Agent with Context-Aware Simplification CogAgent: A Visual Language Model for GUI Agents

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.480922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:49.419828Z digest=sha256:b25e80e152fe60c040d1589faf0f4b55fa206a2a2be59013754c9cdf82b8fb58

Observation 019a7183-bb7d-4a25-b3ee-69dd2eb2ac5f · outbound

This paper cites iLLaV A: An Image is Worth Fewer Than 1/3 Input Tokens in Large Multimodal Models.

Less is More: Empowering GUI Agent with Context-Aware Simplification iLLaV A: An Image is Worth Fewer Than 1/3 Input Tokens in Large Multimodal Models

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.463378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:49.477873Z digest=sha256:3b2a7be4ccdcf76fb94814f4e2baa450a551a08eccb1a7ac5d0bed668ff24568

Observation 56f45e4c-3e64-4e3d-baf7-c0147b6d5d08 · outbound

This paper cites BLIV A: A Simple Multimodal LLM for Bet- ter Handling of Text-Rich Visual Questions.

Less is More: Empowering GUI Agent with Context-Aware Simplification BLIV A: A Simple Multimodal LLM for Bet- ter Handling of Text-Rich Visual Questions

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.446853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:49.544499Z digest=sha256:e19ffb0f0693036cb02632f63aa06a7199dac25e1deaca6a380f040509ab180c

Observation 816a1a3f-af65-4f7c-a68c-25bb575d4f27 · outbound

This paper cites Gpt-4o system card.

Less is More: Empowering GUI Agent with Context-Aware Simplification Gpt-4o system card

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.431159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:49.636065Z digest=sha256:98ab528d5731a5254f5c18f49704ac6fb91004d789922e8cf440df0c5dfd8a91

Observation b20559c1-f4ab-4827-aa2f-02bdaad88886 · outbound

This paper cites Star: Learning diverse robot skill ab- stractions through rotation-augmented vector quantization.

Less is More: Empowering GUI Agent with Context-Aware Simplification Star: Learning diverse robot skill ab- stractions through rotation-augmented vector quantization

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.414571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:49.731826Z digest=sha256:ce8dfa8745b54d9701d5df97ee37356694cd0c4ddc08c996a65dc8a4a4b30c56

Observation a761fd7f-1b66-4373-b7ac-90c5aa9df0e8 · outbound

This paper cites BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models.

Less is More: Empowering GUI Agent with Context-Aware Simplification BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.394922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:49.824766Z digest=sha256:a988b9ed64e45115f5340d9368fca7b5e53b114faf78dade4eae18f93ac8eb44

Observation 65b51990-50d4-4f9c-9a81-7a305cd97f15 · outbound

This paper cites On the Effects of Data Scale on Computer Control Agents.

Less is More: Empowering GUI Agent with Context-Aware Simplification On the Effects of Data Scale on Computer Control Agents

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.376321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:49.897013Z digest=sha256:b42f284c6e1dd125ab1c5e5ec72a58af69fab473c305389e8c0758eb6321779d

Observation ecdcfc85-dec4-4c02-b2c8-7b21707870f9 · outbound

This paper cites Lion-fs: Fast & slow video-language thinker as online video assistant.

Less is More: Empowering GUI Agent with Context-Aware Simplification Lion-fs: Fast & slow video-language thinker as online video assistant

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.359838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:49.959262Z digest=sha256:007ddcf27d26168ee4ae732cb5ea3cd9694174f45f5406c9c25f8c107bbcde7e

Observation 91ea5b02-6144-44a8-afd0-c993b59faac1 · outbound

This paper cites LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models.

Less is More: Empowering GUI Agent with Context-Aware Simplification LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.339863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:50.021749Z digest=sha256:f610c6145a03000aaace69c39c07e8f88f275fb4edf2b43fb55e5beb66c3e511

Observation e8fdbe86-371d-452d-8020-943bb1e5000d · outbound

This paper cites Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models.

Less is More: Empowering GUI Agent with Context-Aware Simplification Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.321914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:50.092822Z digest=sha256:b36f94f56182e711793b0171744980e048b2a1b15304202e8155b98749e7aa81

Observation ae1e81ba-8413-47b8-ada6-ce217733f742 · outbound

This paper cites Generative models in de- cision making: A survey.

Less is More: Empowering GUI Agent with Context-Aware Simplification Generative models in de- cision making: A survey

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.306307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:50.157720Z digest=sha256:17c031f5ee320799ae6641d392263dab6c1143db5b393ec68b53574325653f12

Observation 7b0498cd-b82b-403b-9ae3-1f2864442ef9 · outbound

This paper cites Optimus-1: Hybrid multimodal memory empowered agents excel in long-horizon tasks.

Less is More: Empowering GUI Agent with Context-Aware Simplification Optimus-1: Hybrid multimodal memory empowered agents excel in long-horizon tasks

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.291674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:50.180859Z digest=sha256:167492ef59d2d7df02a1fca7d6e8189b59c5ca49426390f1ef1dcb5a2b4e3453

Observation 269750c4-df30-4a60-981f-050b484944a4 · outbound

This paper cites Optimus-2: Multimodal minecraft agent with goal-observation-action conditioned policy.

Less is More: Empowering GUI Agent with Context-Aware Simplification Optimus-2: Multimodal minecraft agent with goal-observation-action conditioned policy

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.275685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:50.264309Z digest=sha256:99e463ac99e325c7611463d26b6a63304fb7d72ca8ee99f1d6c1d23af4c2c7d5

Observation c2db0f91-b8c4-4517-8112-8069dac384bd · outbound

This paper cites ShowUI: One Vision-Language-Action Model for GUI Visual Agent.

Less is More: Empowering GUI Agent with Context-Aware Simplification ShowUI: One Vision-Language-Action Model for GUI Visual Agent

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.257285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:50.352236Z digest=sha256:3035b579f6904c061ae38b72fd5bfb4a86e77bd030b499624c5fcdd273e6e1fb

Observation 9ec8f3b3-5820-4e3a-aded-dd92435ba588 · outbound

This paper cites Visual Instruction Tuning, 2023.

Less is More: Empowering GUI Agent with Context-Aware Simplification Visual Instruction Tuning, 2023

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T20:09:50.410194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:09:50.410194Z digest=sha256:08d4915e0c8d4366fa81ecf9c2a1ac8227b98d32a240ff11644f23f2187aab7f

Observation e9a96a35-ece7-4408-82c4-870c2588569a · outbound

This paper cites TextMonkey: An OCR- Free Large Multimodal Model for Understanding Document.

Less is More: Empowering GUI Agent with Context-Aware Simplification TextMonkey: An OCR- Free Large Multimodal Model for Understanding Document

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.226200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:50.555173Z digest=sha256:7885929d8825797ec6d22e9886ed1d17df2ae535cab03192dfd0b3402b5eb281

Observation 75dc24a7-08d5-4684-8357-44d07f21b631 · outbound

This paper cites Thoughtful Interaction Design: A Design Perspective on Information Technology.

Less is More: Empowering GUI Agent with Context-Aware Simplification Thoughtful Interaction Design: A Design Perspective on Information Technology

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.209865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:50.644978Z digest=sha256:61ef05ae2ec391c39738071fd38871e04af2186f205b2734243046720406eb43

Observation 034c498b-9ea0-4949-9615-6fbbfd6118d0 · outbound

This paper cites GUI Odyssey: A Comprehensive Dataset for Cross-App GUI Navigation on Mobile Devices.

Less is More: Empowering GUI Agent with Context-Aware Simplification GUI Odyssey: A Comprehensive Dataset for Cross-App GUI Navigation on Mobile Devices

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.190815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:50.760855Z digest=sha256:6fb841413cf3eabf5712c15f608137d449b3feced904d9eef565a92258bc83f1

Observation d3d9435b-f988-4b73-9903-1897af84c32a · outbound

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

Less is More: Empowering GUI Agent with Context-Aware Simplification CoCo-Agent: A Comprehensive Cognitive MLLM Agent for Smartphone GUI Automation

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.175288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:50.895922Z digest=sha256:2608cc7f63b00f12c5c177720e3f3ab290d70249d1e76c75f78c9c33edd8e22d

Observation b3409f77-7a5c-4681-9239-8cd1877cce57 · outbound

This paper cites Ahmed, Puneet Mathur, Se- unghyun Yoon, Lina Yao, Branislav Kveton, Thien Huu Nguyen, Trung Bui, Tianyi Zhou, Ryan A.

Less is More: Empowering GUI Agent with Context-Aware Simplification Ahmed, Puneet Mathur, Se- unghyun Yoon, Lina Yao, Branislav Kveton, Thien Huu Nguyen, Trung Bui, Tianyi Zhou, Ryan A

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.159143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:50.941539Z digest=sha256:eb44072f899bf58e2fd23b53c470479da4537d0e883db37b187244f53549cf2e

Observation 397d2c25-b4a9-43cf-9084-5cebb711b2a2 · outbound

This paper cites Gpt-4 technical report, 2023.

Less is More: Empowering GUI Agent with Context-Aware Simplification Gpt-4 technical report, 2023

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.141114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:50.946605Z digest=sha256:5144e960bc1067fe5a4183aed2f93a4a69b9e9c6b1b28aec88d60ec2b7329c2b

Observation 5539e38d-f288-4e8a-8892-4694c246c726 · outbound

This paper cites Large Language Models Can Self- Improve At Web Agent Tasks.

Less is More: Empowering GUI Agent with Context-Aware Simplification Large Language Models Can Self- Improve At Web Agent Tasks

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.125261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:50.951885Z digest=sha256:dcf9ad44bd3e5d52eec402fbf8676702d0e2edfe3e299c3f8fbb11a6c579f736

Observation 2558a065-c8fd-4a51-ade1-7549de922af7 · outbound

This paper cites Agent Q: Advanced Reasoning and Learning for Au- tonomous AI Agents.

Less is More: Empowering GUI Agent with Context-Aware Simplification Agent Q: Advanced Reasoning and Learning for Au- tonomous AI Agents

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.108944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:50.962811Z digest=sha256:86dc1cce2535cc39beb9a65675da33293e83840e689231f7ad5916e56ff4eb90

Observation e08cea49-13d5-491f-9b75-a18389fe44f4 · outbound

This paper cites WebRL: Train- ing LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning.

Less is More: Empowering GUI Agent with Context-Aware Simplification WebRL: Train- ing LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.091465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.062480Z digest=sha256:54a8a14bf1db2acee83e9ee1a778ab944c27f0277cfacbf39a6553c2e9ba6ebf

Observation 9fe1b0ea-1b46-493b-a24e-8f4f759ae11f · outbound

This paper cites UI-TARS: Pioneering Automated GUI Interaction with Native Agents.

Less is More: Empowering GUI Agent with Context-Aware Simplification UI-TARS: Pioneering Automated GUI Interaction with Native Agents

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.075523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.128421Z digest=sha256:c2d5bdfd329974f41616ca1bd7c5cd6af89f00eaf38b25406f5d59d546442a26

Observation 3263f21d-8c0f-4775-aa5e-eb06d2ba592e · outbound

This paper cites Android in the Wild: A Large- Scale Dataset for Android Device Control.

Less is More: Empowering GUI Agent with Context-Aware Simplification Android in the Wild: A Large- Scale Dataset for Android Device Control

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.058670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.261691Z digest=sha256:599ec6fdfd51c0ec47fdfb72f3dd07a5a5a15cb1cfe0d11dd4d025c9537388cb

Observation b89882bd-14a8-444f-aac6-35f912957e32 · outbound

This paper cites LLaV A-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models.

Less is More: Empowering GUI Agent with Context-Aware Simplification LLaV A-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.037894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.337503Z digest=sha256:c73166edc6e9aa7c960effd99a96f6da6a629a0af13389514e1328d2a3a76482

Observation 55841f7a-0e41-405d-a9d7-c21b34dab55b · outbound

This paper cites Multi-adversarial discriminative deep domain generalization for face presentation attack detection.

Less is More: Empowering GUI Agent with Context-Aware Simplification Multi-adversarial discriminative deep domain generalization for face presentation attack detection

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:52.015871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.447866Z digest=sha256:d4c95385bffef1990b0dea14bd547d9c338cfde8df827be12dd9ca57687961a1

Observation 1799d46d-c097-4058-b0c0-c86e68d17f34 · outbound

This paper cites Detecting and grounding multi-modal media manipulation.

Less is More: Empowering GUI Agent with Context-Aware Simplification Detecting and grounding multi-modal media manipulation

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.996192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.456616Z digest=sha256:c678790978825f7fd5aa0ac5417988d9eb2044a03198e99853de842f51705ba1

Observation ba43a58b-726d-4554-90ef-696e60cccf54 · outbound

This paper cites Detecting and grounding multi-modal media manip- ulation and beyond.

Less is More: Empowering GUI Agent with Context-Aware Simplification Detecting and grounding multi-modal media manip- ulation and beyond

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.980077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.461052Z digest=sha256:758d85267aed18350f33a48e9afbdc8d4210976ac69ab6cf07015c5313c6b60a

Observation 8bea3820-3595-42c7-8204-207b6a2ab3ba · outbound

This paper cites Mome: Mixture of multimodal experts for generalist multimodal large language models.

Less is More: Empowering GUI Agent with Context-Aware Simplification Mome: Mixture of multimodal experts for generalist multimodal large language models

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.962007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.465283Z digest=sha256:3c36b1aa856de97c26d18cdab7ad2c67507a41bdbac7dd869cdfbcb0f9c3405f

Observation 4cfdc269-9adb-48e3-9583-e993ec9a1cd5 · outbound

This paper cites What does CLIP know about a red circle? Visual prompt engineering for VLMs, 2023.

Less is More: Empowering GUI Agent with Context-Aware Simplification What does CLIP know about a red circle? Visual prompt engineering for VLMs, 2023

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.941839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.470267Z digest=sha256:c35cdd7e9ac88ec57bf4c4c2a6ffec0380a6aef3e0121d1632ee41a921a05afc

Observation 7d96db9a-58d2-45ad-b3e4-afbf650244c1 · outbound

This paper cites Gemini: a family of highly capable multimodal models.

Less is More: Empowering GUI Agent with Context-Aware Simplification Gemini: a family of highly capable multimodal models

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.922482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.475117Z digest=sha256:e496f2661785885e4ee088e618cdd7b5b4c6b0890758fdb32ce13cbb4ef3815e

Observation e5a83f69-e8a4-4bb8-a166-78f0446462d2 · outbound

This paper cites Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation via Multi-Agent Collaboration.

Less is More: Empowering GUI Agent with Context-Aware Simplification Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation via Multi-Agent Collaboration

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.904803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.479687Z digest=sha256:9b784a315ba2fb38de13ce153cd7a83ac824343e1fddf435782e58cbea279ee7

Observation deeacd46-993a-433b-b880-c48bef7e53bc · outbound

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

Less is More: Empowering GUI Agent with Context-Aware Simplification Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perception

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.890606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.484585Z digest=sha256:740380ff103a3d48558101160635aed6550872055db68c7b7d602ab10194fdaf

Observation 0c0375f5-5d18-4336-926a-cc66a4a61ac1 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model’s Perception of the World at Any Resolution.

Less is More: Empowering GUI Agent with Context-Aware Simplification Qwen2-VL: Enhancing Vision-Language Model’s Perception of the World at Any Resolution

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.875768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.488786Z digest=sha256:42a007ca64e864edde0189eec57b2a674a6e84ead9610c01cb1903e73e52ce4d

Observation d0fa5b20-c8d3-44c4-be4a-3f21cfbab59e · outbound

This paper cites GUI Agents with Foundation Models: A Comprehensive Survey.

Less is More: Empowering GUI Agent with Context-Aware Simplification GUI Agents with Foundation Models: A Comprehensive Survey

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.859825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.494459Z digest=sha256:1bcd1ed6ebc999874f2bfa026cd4383a9f5621a427b8564781fd7ee90927c9af

Observation 36e0a911-9afb-4a29-b52c-3d4b005a57f5 · outbound

This paper cites JARVIS-1: Open-World Multi-task Agents with Memory- Augmented Multimodal Language Models, 2023.

Less is More: Empowering GUI Agent with Context-Aware Simplification JARVIS-1: Open-World Multi-task Agents with Memory- Augmented Multimodal Language Models, 2023

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.842844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.498886Z digest=sha256:336497aa4c5b52b27ed0d4b5ebe23fa5dd32e510b4f15b7a12546e007b3d98cb

Observation 68c03c02-0d31-4545-b4be-5d5e172930cb · outbound

This paper cites Agent Workflow Memory.

Less is More: Empowering GUI Agent with Context-Aware Simplification Agent Workflow Memory

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.825561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.503009Z digest=sha256:a95adf811e251fbd8276ffc3b60cabb893dfa57ee33743268346d4e680c5cb5f

Observation abdf281e-41f2-4e0f-a5cd-fc4a91008826 · outbound

This paper cites AutoDroid: LLM-powered Task Automa- tion in Android.

Less is More: Empowering GUI Agent with Context-Aware Simplification AutoDroid: LLM-powered Task Automa- tion in Android

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.811482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.507923Z digest=sha256:65f6f7e5699e892b4a4bd9725a672444263357548c841b5c34d5533393c7db7c

Observation 76b919a9-ddef-4ac6-97c8-1a5c1d41f6d3 · outbound

This paper cites DroidBot-GPT: GPT-powered UI Automation for Android.

Less is More: Empowering GUI Agent with Context-Aware Simplification DroidBot-GPT: GPT-powered UI Automation for Android

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.796905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.512772Z digest=sha256:a0e5b784862c427e45d0cbbee5528a640c91d60d54f3332aed955b2cb9376128

Observation b6c79fd2-f4c7-4603-a84d-ce75b37d3166 · outbound

This paper cites Efficient Vision-Language Models by Sum- marizing Visual Tokens into Compact Registers.

Less is More: Empowering GUI Agent with Context-Aware Simplification Efficient Vision-Language Models by Sum- marizing Visual Tokens into Compact Registers

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.781659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.517349Z digest=sha256:fb6b159daf9bc97947cd9f4837c917cd79e43a6974850e025acddf99f3af1078

Observation 899a4781-3a59-40bd-bc7f-3d0da2268175 · outbound

This paper cites OS-ATLAS: A Foun- dation Action Model for Generalist GUI Agents.

Less is More: Empowering GUI Agent with Context-Aware Simplification OS-ATLAS: A Foun- dation Action Model for Generalist GUI Agents

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.767476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.521759Z digest=sha256:5add771714d6eecdfc30b4a88058a91e74bd8ce062470359d24a2c1429073a0b

Observation 19f5235a-3804-4bf8-87bf-b9b2739243ea · outbound

This paper cites Gui-explorer: Au- tonomous exploration and mining of transition-aware knowl- edge for gui agent.

Less is More: Empowering GUI Agent with Context-Aware Simplification Gui-explorer: Au- tonomous exploration and mining of transition-aware knowl- edge for gui agent

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.752917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.526255Z digest=sha256:5a3a5cf2ac83ffef315b54f6f291fc22b1715549b53816abc1a8db02de92e045

Observation 5232e09b-5e24-401c-9c22-995706ebb0fc · outbound

This paper cites Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction.

Less is More: Empowering GUI Agent with Context-Aware Simplification Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.737634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.531225Z digest=sha256:4934f1fa2113a54c735942e1d52de9885cfba02cb22e9580893e4b7aa2db017e

Observation d9798bdd-4b3e-4216-b93b-356c4e7b30c0 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Less is More: Empowering GUI Agent with Context-Aware Simplification ReAct: Synergizing Reasoning and Acting in Language Models

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-06T20:09:51.536404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:09:51.536404Z digest=sha256:5f6c26d0a80ea2411108a109bfa168f56ae4de3666a75bf57c4734cc2380eec9

Observation 2f4d1184-b40a-44d6-a0fe-9914d3237ecc · outbound

This paper cites mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration, 2023.

Less is More: Empowering GUI Agent with Context-Aware Simplification mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration, 2023

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.721953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.540987Z digest=sha256:f2de3145f2701d26a8f01ab7740eeb600ed02740a0d664ef35991ce6671183b7

Observation 330932a0-45d9-4389-8622-6ddc171c9d72 · outbound

This paper cites V oCo-LLaMA: Towards Vision Compression with Large Language Models.

Less is More: Empowering GUI Agent with Context-Aware Simplification V oCo-LLaMA: Towards Vision Compression with Large Language Models

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.706147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.545409Z digest=sha256:4f6435539e3045564b2fed479f0c7ba01d875ad259cef250cfde8b51e04630d1

Observation 77ba57c7-49a5-4a87-aad5-e496f9550647 · outbound

This paper cites AppAgent: Mul- timodal Agents as Smartphone Users.

Less is More: Empowering GUI Agent with Context-Aware Simplification AppAgent: Mul- timodal Agents as Smartphone Users

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.688137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.550383Z digest=sha256:632ce8c506f65eda98c910ff4519c9e8310de40ddea240270e00bde198d31b80

Observation 8b7bc230-9ee5-41af-a310-cc0f28ff10ef · outbound

This paper cites Falcon: Resolv- ing visual redundancy and fragmentation in high-resolution multimodal large language models via visual registers.

Less is More: Empowering GUI Agent with Context-Aware Simplification Falcon: Resolv- ing visual redundancy and fragmentation in high-resolution multimodal large language models via visual registers

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.672863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.554804Z digest=sha256:43c74e362001c0e3837d17554f9cfb11e5ffef963bf4618ffdcf94e5f32cbb4d

Observation 3ba36e55-3bc2-4a7c-b1b1-4145993751fc · outbound

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

Less is More: Empowering GUI Agent with Context-Aware Simplification You Only Look at Screens: Multimodal Chain-of-Action Agents

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.658561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.559965Z digest=sha256:b4ce6735032c1ef32e40a7379359649340ec26b7e631e2a871fb26c005443e77

Observation 3b2b7c6a-672d-422f-9be6-22726249482c · outbound

This paper cites MMInA: Benchmarking Multihop Multimodal Internet Agents, 2024.

Less is More: Empowering GUI Agent with Context-Aware Simplification MMInA: Benchmarking Multihop Multimodal Internet Agents, 2024

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:09:51.643383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.564466Z digest=sha256:7a8292b85dc48b6788fae90080c8c6bf1b8f4cf3dc0ff128ee2d13e133f6ebf0

Observation b2ee78c7-e6d5-4202-a2f0-9217d9c2539e · outbound

This paper cites <image>Please generate the next move according to the ui screenshot, instruction and previous actions. Instruction: What’s on the menu at Domino’s?. Previous actions: Step0: {\.

Less is More: Empowering GUI Agent with Context-Aware Simplification <image>Please generate the next move according to the ui screenshot, instruction and previous actions. Instruction: What’s on the menu at Domino’s?. Previous actions: Step0: {\

Reference 64

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T20:09:51.627978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T20:09:51.569273Z digest=sha256:754e2dd0daac7aca43707b912d4e8fae6e79d7ca3ee6c7306d6b21c1e3c00614

Pith citing papers

Observation d7dc1d99-085d-4c11-b1f5-02e35ec2fce9 · inbound

Uncertainty-Aware GUI Agent: Adaptive Perception through Component Recommendation and Human-in-the-Loop Refinement cites this paper.

Uncertainty-Aware GUI Agent: Adaptive Perception through Component Recommendation and Human-in-the-Loop Refinement Less is More: Empowering GUI Agent with Context-Aware Simplification

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-08-06T01:01:10.955891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-06T01:01:06.816576Z digest=sha256:32425763c23d6072c220133021f56c291456dd69fa6a78a94a49cd08301a4a9f

Observation 1618cf30-eb42-4404-ae10-8479307cc12a · inbound

Rethinking Inference-Time Scaling in Local Computer-Use Agents: Failure Modes and Compute Tradeoffs cites this paper.

Rethinking Inference-Time Scaling in Local Computer-Use Agents: Failure Modes and Compute Tradeoffs Less is More: Empowering GUI Agent with Context-Aware Simplification

Reference 6

Resolution
unresolved
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