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Paper Citation Record · LEDGER

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents

As of 8 August 2026, this Paper Citation Record lists 100 of 131 outbound references and 0 inbound Pith citation observations for arXiv:2608.06171.

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

pith.paper-citation-record.v1
2608.06171 v1

Coverage vector

measured 100 of 131 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:36:01.466244Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

100 of 131 outbound references displayed

  • verified exact6
  • verified fuzzy0
  • unresolved86
  • parse uncertain2
  • malformed identifier0
  • metadata mismatch6

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 79cc67f3-fa82-4218-80a6-c51218f01fac · outbound

This paper cites Defeating Nondeterminism in.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Defeating Nondeterminism in

Reference 2

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:49.516958Z digest=sha256:6f1d27e790f212f94875b8ea7cdb9985958dcdb4ccf0fb366f074a1e928071a7

Observation 4d7c938e-db7a-49fd-b616-dea74f5f9674 · outbound

This paper cites an unresolved cited work.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Unresolved cited work

Reference 6

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source=arxiv_source observed=2026-08-07T13:35:49.964770Z digest=sha256:c81adfa722d357fecf95a24e2b4a80519e32a641ea1fd52db05f6e59c7fb1e8a

Observation c435f092-810e-41e9-b844-1f079244d2ca · outbound

This paper cites Proposer-Agent-Evaluator (.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Proposer-Agent-Evaluator (

Reference 7

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source=arxiv_source observed=2026-08-07T13:35:50.105756Z digest=sha256:69bc460148b9e3a88281e172983a9fbb05509cf573ec6f4c66ab911d44178d5d

Observation f4c3efb5-f3b7-4822-a482-152c7f2dc9df · outbound

This paper cites Magma: A Foundation Model for Multimodal AI Agents.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Magma: A Foundation Model for Multimodal AI Agents

Reference 10

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source=arxiv_source observed=2026-08-07T13:35:50.534738Z digest=sha256:8910bad2046daac3fd1c833c0a25ee1cf8581c01f42dd91526f1bc527a5aef4a

Observation 8c88b099-b809-400f-ad5a-44ed2f0490cc · outbound

This paper cites Ferret-UI 2: Mastering Universal User Interface Understanding Across Platforms.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Ferret-UI 2: Mastering Universal User Interface Understanding Across Platforms

Reference 11

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source=arxiv_source observed=2026-08-07T13:35:50.654515Z digest=sha256:ce63179052a3c45234aecdb6215771131781a2a577ba5645f025a2b00702dd17

Observation 94b1cf6f-971a-41ee-af0c-5adfa64fda5c · outbound

This paper cites Findings of the Association for Computational Linguistics: ACL 2022 , pages =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Findings of the Association for Computational Linguistics: ACL 2022 , pages =

Reference 13

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source=arxiv_source observed=2026-08-07T13:35:50.905698Z digest=sha256:731890935d0b49cdf3eed2edb740b80b86a1959b99858963c832904090d28b0c

Observation b6783c5b-8edf-420a-a593-38493e8f461a · outbound

This paper cites 2025 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =

Reference 16

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source=arxiv_source observed=2026-08-07T13:35:51.294509Z digest=sha256:061fbec6657efb37aa54f7c9fe69d19c856f5b994ac4674a0d632c2cd62351c8

Observation 2e415a60-83d1-4d89-90ba-5c1fab2c16bb · outbound

This paper cites 2026 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =

Reference 17

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doi, observed 2026-08-07T13:40:16.224552Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:35:51.366064Z digest=sha256:2a0dcc8d3413ebeb9d2c5aedb42d992f40897af7e362c15a22a0a5d022126efb

Observation 68048ee2-bd1c-4cd6-9879-76e5bb143d31 · outbound

This paper cites 2025 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =

Reference 18

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doi, observed 2026-08-07T13:40:15.982496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:35:51.499476Z digest=sha256:3cc984f9b5f4fd3457ca38a1d42a541c5725a59ceb26aeb3ebd3d022fe376b90

Observation 5c360d19-2ab3-49e0-925d-18f4f45fd3a3 · outbound

This paper cites The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision).

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision)

Reference 19

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source=arxiv_source observed=2026-08-07T13:35:51.570263Z digest=sha256:ff37dc1203e17e0188fe9dd7d17484147049f424263eb82f5916e7d6fd6c08cb

Observation 39ad2dca-d24d-4bca-9cc8-b095225ef9d5 · outbound

This paper cites 2026 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =

Reference 20

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doi, observed 2026-08-07T13:40:15.601797Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:35:51.668067Z digest=sha256:23185c4002226a6e5ae44480f123c2665bdceed707611b26db923c29730402e7

Observation 1c65512c-03e5-4208-8cd3-0ad0cb084331 · outbound

This paper cites 2026 , journal=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , journal=

Reference 21

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source=arxiv_source observed=2026-08-07T13:35:51.756288Z digest=sha256:113e629222a88e13a1d9fec64f576e833f048ece214081db042aef556f339eee

Observation 79ae857c-c7bf-4937-978d-127d3f7e20c7 · outbound

This paper cites 2026 , journal =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , journal =

Reference 22

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source=arxiv_source observed=2026-08-07T13:35:51.905494Z digest=sha256:5797f601fb80e3c8d1db3e08b13cef575df57833c9162e8afeae17492843867f

Observation 72836731-785e-4f17-8230-0bacb9b81695 · outbound

This paper cites What's in the Image? A Deep-Dive into the Vision of Vision Language Models.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents What's in the Image? A Deep-Dive into the Vision of Vision Language Models

Reference 23

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source=arxiv_source observed=2026-08-07T13:35:52.051427Z digest=sha256:164e210b112a89134d478642977adc1fee3811ff12e6f3d134e03d083db8f82a

Observation 9466543c-fbbd-4ad1-a60e-5903c493f7d0 · outbound

This paper cites Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs

Reference 24

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source=arxiv_source observed=2026-08-07T13:35:52.145817Z digest=sha256:9a693849721a1e398a9913e7ad3ad01cc8818a56130652aad7ea5f0c3290f80b

Observation fd05b233-d9c4-49f8-bf3f-02d57406e694 · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year=

Reference 25

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source=arxiv_source observed=2026-08-07T13:35:52.236668Z digest=sha256:eaf78f4cfdf31d2c457946a8a58e0d6a592f82398a464c4dffea6bc7ea53ead0

Observation cf857875-2263-4fa6-b882-4c81d0c57e66 · outbound

This paper cites 2025 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =

Reference 26

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:52.311108Z digest=sha256:152ffbcff2421db796c2c720255c030a7ce26209f566a53c385b1713d1a1f38c

Observation d7d9b492-c107-4c10-b881-901508241d60 · outbound

This paper cites International Conference on Machine Learning (ICML) , year=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents International Conference on Machine Learning (ICML) , year=

Reference 27

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source=arxiv_source observed=2026-08-07T13:35:52.466729Z digest=sha256:dc1ca99f4cd55aeb4165404a42ac014fd6a25e530cc13d594d6762591a798e04

Observation 384a5b50-1856-4c2d-8313-1605c2bbdff1 · outbound

This paper cites International Conference on Machine Learning (ICML) , year=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents International Conference on Machine Learning (ICML) , year=

Reference 28

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source=arxiv_source observed=2026-08-07T13:35:52.553877Z digest=sha256:4a50f19f2e2b16f03e9654937aab00503144dd123b49bc28826f739364a6e6d8

Observation 43240123-26d2-4638-8321-95467696b441 · outbound

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

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Navigating the Digital World as Humans Do: Universal Visual Grounding for

Reference 29

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source=arxiv_source observed=2026-08-07T13:35:52.638297Z digest=sha256:f274940616c2b745543af08a8dfc9c149d9bfeb95397b3a99d52646c1dec0121

Observation 68271481-415c-4d35-8d3b-caab11c445c4 · outbound

This paper cites International Conference on Learning Representations (ICLR) , year=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents International Conference on Learning Representations (ICLR) , year=

Reference 30

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source=arxiv_source observed=2026-08-07T13:35:52.750527Z digest=sha256:7fb619706dbbfc482cc5061f003a2fd1cf9d9a71ac6dfccbfc8e58317f9ca6f9

Observation 11b3eef8-0399-4439-a208-87f992ce524a · outbound

This paper cites Transactions on Machine Learning Research , year=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Transactions on Machine Learning Research , year=

Reference 31

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source=arxiv_source observed=2026-08-07T13:35:52.883573Z digest=sha256:7bad4aba33d481d7025ba204d33ad7c0c55cb762ed533c83938a60c1c702d2de

Observation c0147755-9b56-40a6-810c-464245db5e29 · outbound

This paper cites arXiv preprint arXiv:2510.15955 , year=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents arXiv preprint arXiv:2510.15955 , year=

Reference 32

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source=arxiv_source observed=2026-08-07T13:35:53.043124Z digest=sha256:5399331cd02b7e9db05f9f2a5038d1831e2fbf8dab6badb093a44cd641723e71

Observation bcca8afe-017a-4e09-a422-175e646a6a3e · outbound

This paper cites AgentOccam: A Simple Yet Strong Baseline for LLM-Based Web Agents.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents AgentOccam: A Simple Yet Strong Baseline for LLM-Based Web Agents

Reference 33

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source=arxiv_source observed=2026-08-07T13:35:53.158761Z digest=sha256:5ea99a0082e7e3c93acffe402b4ebf231ad47b0219746f3a9f16cba55976823e

Observation 81bfc82d-594f-4de0-9e8e-b892b3dd8683 · outbound

This paper cites WebQuest: A Benchmark for Multimodal QA on Web Page Sequences.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents WebQuest: A Benchmark for Multimodal QA on Web Page Sequences

Reference 34

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source=arxiv_source observed=2026-08-07T13:35:53.296608Z digest=sha256:9586b204282f387046841d37b03c610ea141fe75842280460ed36857e2b8d790

Observation abe09265-613b-4aa0-8349-fcf19dfa146a · outbound

This paper cites Large Language Models Empowered Personalized Web Agents.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Large Language Models Empowered Personalized Web Agents

Reference 35

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source=arxiv_source observed=2026-08-07T13:35:53.403585Z digest=sha256:2ecfcbd8d44ea1a1b498297d0b4650c926e1782491d64f749e7d9e6473edb128

Observation ea75487a-e01c-48b9-8faa-e694b17ee112 · outbound

This paper cites arXiv preprint arXiv:2510.15974 , year=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents arXiv preprint arXiv:2510.15974 , year=

Reference 36

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verified exact
raw_fallback, observed 2026-08-07T13:40:20.810524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:35:53.477986Z digest=sha256:71f6fd894245bfe0c10d72e6472c8ea9f87d77d79883928b20c50334dd9a1d15

Observation ba085163-4add-4a40-9265-76eabe092c83 · outbound

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

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?

Reference 37

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source=arxiv_source observed=2026-08-07T13:35:53.563317Z digest=sha256:79ec9a2e8960843d0a57a922898dcb669dfa1e223a04f0b88a19bbd97aedd300

Observation 8cc754f2-28cb-40da-b5ad-77fc4af175b3 · outbound

This paper cites Agent-E: From Autonomous Web Navigation to Foundational Design Principles in Agentic Systems.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Agent-E: From Autonomous Web Navigation to Foundational Design Principles in Agentic Systems

Reference 38

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source=arxiv_source observed=2026-08-07T13:35:53.690145Z digest=sha256:0a118791db9d2ff1910dcc9d1a79fd384373eb0f4ffaa83c47fa21e2a2b5a8d4

Observation 5fdd9164-b874-47b9-a24f-c9996a8684e3 · outbound

This paper cites ResearchGate Preprint , year=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents ResearchGate Preprint , year=

Reference 39

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source=arxiv_source observed=2026-08-07T13:35:53.800796Z digest=sha256:c2d4c181245a9f179c82e3c578f33ad9f369c1d1bfeaa9936d84330886dbf0b6

Observation 06046739-4709-4a9d-8538-08b55feb79bf · outbound

This paper cites 2024 , eprint=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2024 , eprint=

Reference 40

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source=arxiv_source observed=2026-08-07T13:35:53.904876Z digest=sha256:d910fa25c7cee7174e434103085efa05dcaec876a208892da510782af88662f4

Observation 313f67a1-00cc-4464-bf78-6d0667bac53d · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Advances in Neural Information Processing Systems (NeurIPS) , year=

Reference 41

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source=arxiv_source observed=2026-08-07T13:35:54.024744Z digest=sha256:614c1c4b14cf5803d4950e4f51d05ec442abfd2ad959f30de0a573cdd7214ed6

Observation 4846c6a9-28a4-42ab-86bb-32c342841bae · outbound

This paper cites arXiv preprint arXiv:2603.07024 , year=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents arXiv preprint arXiv:2603.07024 , year=

Reference 42

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source=arxiv_source observed=2026-08-07T13:35:54.128285Z digest=sha256:a7404e43a52a811b473970e0485d11b28482eb37b2d5db9df7203979bb0156e8

Observation 14a0f4f4-b604-4a0b-947d-61237151255f · outbound

This paper cites The Scaffold Effect: How Prompt Framing Drives Apparent Multimodal Gains in Clinical VLM Evaluation.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents The Scaffold Effect: How Prompt Framing Drives Apparent Multimodal Gains in Clinical VLM Evaluation

Reference 43

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local_arxiv, observed 2026-08-07T13:40:20.455025Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:35:54.213845Z digest=sha256:6bea723fa01674ac8048099b72e9a0901244262246782ab890e09511dc1df5ad

Observation 8bc4fb99-197c-4530-b203-7fbf033e5840 · outbound

This paper cites Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal

Reference 44

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source=arxiv_source observed=2026-08-07T13:35:54.305876Z digest=sha256:62972cee56d1e88f79350021e591b17b9b69dfa8806087063d85498d70049acd

Observation 2601f143-af0e-4e58-9921-baf90f77d498 · outbound

This paper cites Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation

Reference 45

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local_arxiv, observed 2026-08-07T13:40:20.289704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:35:54.378959Z digest=sha256:71063f3df91d9993ae478cbcb5075f1c30a3ecbb6f68d054cdb5be90638a210f

Observation 834b9edc-f6f1-4096-a67f-798277a58ad7 · outbound

This paper cites arXiv preprint arXiv:2603.27187 , year=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents arXiv preprint arXiv:2603.27187 , year=

Reference 46

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source=arxiv_source observed=2026-08-07T13:35:54.489757Z digest=sha256:fe8fc9c76cbc86d32ca8aac4d81ba424f6853422de99fc5f888f6761094043a3

Observation a7449d8f-61cd-4f2c-bfce-de50de292a79 · outbound

This paper cites WideSearch: Benchmarking Agentic Broad Info-Seeking.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents WideSearch: Benchmarking Agentic Broad Info-Seeking

Reference 47

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Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:35:54.573163Z digest=sha256:719a9b0af9afc245e06de29bf048d22fbc86a6fbc76691830ffd588771cfd624

Observation 407852ed-dbe8-4b72-b282-515bf3c32953 · outbound

This paper cites SimpleVLA-RL: Scaling VLA Training via Reinforcement Learning.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents SimpleVLA-RL: Scaling VLA Training via Reinforcement Learning

Reference 48

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Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:35:54.749642Z digest=sha256:04b2d6d84ec3ba1a70f9d75dd841f89046ded593eeb5e26e6bf7eeacad1dbe7d

Observation 8720667e-2fcb-49c3-9790-c5c70185fe8f · outbound

This paper cites ClawSafety: "Safe" LLMs, Unsafe Agents.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents ClawSafety: "Safe" LLMs, Unsafe Agents

Reference 49

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Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:35:54.902047Z digest=sha256:2a575b44b1ac317274e12fee9b40d72a6b1aa62c69f574c3200b9dec6480b7de

Observation e0ea58d5-84a9-4a15-806a-a90366ac8381 · outbound

This paper cites Scaling Laws for Native Multimodal Models.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Scaling Laws for Native Multimodal Models

Reference 50

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source=arxiv_source observed=2026-08-07T13:35:54.984579Z digest=sha256:7476c7e17450c83abd7eaa5231cbe33f837e6d5d143830909b88f0ddbdde5673

Observation 12b3afca-ad1b-4f1a-9a88-76ab7bef56f7 · outbound

This paper cites International Conference on Machine Learning (ICML) , year=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents International Conference on Machine Learning (ICML) , year=

Reference 51

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no resolver link, observed 2026-08-07T13:35:55.098097Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:35:55.098097Z digest=sha256:5eb5b0da3c05739b0ae3d6bc697db5eb65e0d44dd5efffcb47dfdb8017eaed52

Observation 26414ef6-1ae7-4490-a6ee-f4b9ebfa25d6 · outbound

This paper cites arXiv preprint arXiv:2512.17875 , year=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents arXiv preprint arXiv:2512.17875 , year=

Reference 52

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no resolver link, observed 2026-08-07T13:35:55.164725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:55.164725Z digest=sha256:873009caa73de8c48e1a9f343d0793fa29f99054bb13d185da4426b9ae9a536d

Observation 84623528-220b-4203-9b42-5518088e46c4 · outbound

This paper cites arXiv preprint arXiv:2601.04073 , year=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents arXiv preprint arXiv:2601.04073 , year=

Reference 53

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no resolver link, observed 2026-08-07T13:35:55.316823Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:35:55.316823Z digest=sha256:a90af54ce51c26aa6cb043e2aa0bc07b5b5b3be22bc05d76640a794667f7a474

Observation 149a6449-278d-4ac8-8530-aec4455a8d85 · outbound

This paper cites WebChallenger: A Reliable and Efficient Generalist Web Agent.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents WebChallenger: A Reliable and Efficient Generalist Web Agent

Reference 55

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metadata mismatch
local_arxiv, observed 2026-08-07T13:40:19.699107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:35:55.549474Z digest=sha256:e776f8c2b2dccb5b18a2bbddf2defa65e658ae9fb81c90d3966118087ee36bf1

Observation 2df39c1a-59ea-4200-b3eb-774960dfe9fb · outbound

This paper cites arXiv preprint arXiv:2509.16087 , year=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents arXiv preprint arXiv:2509.16087 , year=

Reference 56

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no resolver link, observed 2026-08-07T13:35:55.681256Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:35:55.681256Z digest=sha256:eea11c98250284a7eacb4633216ad6c53d3d42f9048825419a5d6be81f95d968

Observation 99c23987-391d-4c02-b7e8-ac23c8035cf1 · outbound

This paper cites International Conference on Learning Representations (ICLR) Under Review , annote=.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents International Conference on Learning Representations (ICLR) Under Review , annote=

Reference 57

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no resolver link, observed 2026-08-07T13:35:55.800789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:55.800789Z digest=sha256:419e782ed57a4e3364becbafab49589f844219d640defa96925e290b4559ebf5

Observation 879011ac-f434-4ec4-94dd-ce07db079151 · outbound

This paper cites HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models

Reference 58

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no resolver link, observed 2026-08-07T13:35:55.869822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:55.869822Z digest=sha256:32761476a1059880c77055dde04f62baa3f71e99788c729333d81ed5e71132ff

Observation e91dee9a-f065-41c2-b5cc-1b61574b181e · outbound

This paper cites BLINK: Multimodal Large Language Models Can See but Not Perceive.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 59

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unresolved
no resolver link, observed 2026-08-07T13:35:55.939147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:55.939147Z digest=sha256:553ba758fdc552afcb128245787decc3c5a508ecd47362b2e948703adcfcc1cd

Observation 267ab243-6a19-4b0a-b3a6-2ad6deec1d8c · outbound

This paper cites Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP) , pages =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP) , pages =

Reference 60

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no resolver link, observed 2026-08-07T13:35:56.037453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:56.037453Z digest=sha256:7742eb73dca2aeb39858dabbe8fb899217365532b00b95071dea1c04ada99d87

Observation 23ebcfbc-e7af-42da-b8d9-7502865b0162 · outbound

This paper cites Breaking Common Sense: WHOOPS! A Vision-and-Language Benchmark of Synthetic and Compositional Images.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Breaking Common Sense: WHOOPS! A Vision-and-Language Benchmark of Synthetic and Compositional Images

Reference 61

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no resolver link, observed 2026-08-07T13:35:56.134358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:56.134358Z digest=sha256:a065fc7f0872c41c7d6d4f155269af262f5361d1074013b4b4abe3b1ab6dfbee

Observation 17c013b0-0b61-40ac-8c06-04231967e4d0 · outbound

This paper cites 2025 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =

Reference 62

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no resolver link, observed 2026-08-07T13:35:56.217480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:56.217480Z digest=sha256:23d033e00340ce92325455d9cae903ee91ea14c6295e9d21a1bfc7f76cda93cc

Observation 0aca2ec7-92d4-4227-9d3c-8081081b773b · outbound

This paper cites 2026 , month = may, eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , month = may, eprint =

Reference 63

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no resolver link, observed 2026-08-07T13:35:56.302073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:56.302073Z digest=sha256:983dec3954e39ac329d11a774d1a383854ad9d312aec93330efae91dc633f774

Observation 59096dfa-7bbc-45cb-8fdd-9b8857947266 · outbound

This paper cites 2026 , month = may, eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , month = may, eprint =

Reference 64

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unresolved
no resolver link, observed 2026-08-07T13:35:56.386918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:56.386918Z digest=sha256:40cd1ee05bd5a26aac090037ac147d8e460980416d9de4e7348f4d46630de9ad

Observation 5c2c14e8-44af-43b3-a6d9-7c7c65c53364 · outbound

This paper cites Inference Time Causal Probing in LLMs.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Inference Time Causal Probing in LLMs

Reference 65

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verified exact
local_arxiv, observed 2026-08-07T13:40:19.084749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:35:56.471124Z digest=sha256:7412b6bb641c8a1a0a139a149f2ac184aca781929b11fbbc982af36620f140cd

Observation c61eb4cc-c6aa-4198-926f-5fcb8869ad90 · outbound

This paper cites 2026 , month = may, eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , month = may, eprint =

Reference 66

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unresolved
no resolver link, observed 2026-08-07T13:35:56.564379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:56.564379Z digest=sha256:6ddbf47c10da83d71460c8c6d718cfc1cf65c295445ca4669739f44b584cea9a

Observation 079f3159-bb4d-4dfe-b913-4f752d61031a · outbound

This paper cites 2026 , month = may, eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , month = may, eprint =

Reference 67

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unresolved
no resolver link, observed 2026-08-07T13:35:56.683282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:56.683282Z digest=sha256:1ea0a9e23fcabb0a4e8522243e778d1b168f9fdc33a5f38af0947cf7eb59dc74

Observation 5f79c360-e75a-4e3d-9180-55cff4687249 · outbound

This paper cites an unresolved cited work.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Unresolved cited work

Reference 68

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unresolved
no resolver link, observed 2026-08-07T13:35:56.776444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:56.776444Z digest=sha256:607dadcd1ae421a5e9bdfd1b7287b88c52af5bb24abe884e17b11c329912be6f

Observation 49c077e3-6a53-42b2-980a-1fee73f3792b · outbound

This paper cites Interpretability in the Wild: a Circuit for Indirect Object Identification in.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Interpretability in the Wild: a Circuit for Indirect Object Identification in

Reference 69

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unresolved
no resolver link, observed 2026-08-07T13:35:56.876249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:56.876249Z digest=sha256:58233cbc061f04fed6537f04745090d0554301a7767a030d04038e463af1385b

Observation 293066be-72c2-4b47-b1a1-b9f15d28ef13 · outbound

This paper cites 2024 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2024 , eprint =

Reference 70

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unresolved
no resolver link, observed 2026-08-07T13:35:56.947847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:56.947847Z digest=sha256:615a858ec7babf4bdd7b3021ff3f5090ac84a61b523fbef933e7bd6778ab5356

Observation 298a4ca8-ffe2-45c7-8f2e-f503bd1b8487 · outbound

This paper cites Scandinavian Journal of Statistics , volume =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Scandinavian Journal of Statistics , volume =

Reference 71

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unresolved
no resolver link, observed 2026-08-07T13:35:57.083807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:57.083807Z digest=sha256:39e1e3d86c12c257d2485d4705e99706b693f4091bc2a26fe1b8e41b6f5d23fd

Observation 8222611f-ddba-4273-befc-673dcedf651f · outbound

This paper cites and Steinhardt, Jacob , journal =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents and Steinhardt, Jacob , journal =

Reference 72

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unresolved
no resolver link, observed 2026-08-07T13:35:57.253667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:57.253667Z digest=sha256:f8dbe5d917c73bd2e737fbdb00070e00576c45587983869ff24b6da32e23ccbb

Observation c334889b-759d-47f6-a7ba-2f475b6d7e6e · outbound

This paper cites an unresolved cited work.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Unresolved cited work

Reference 73

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parse uncertain
no resolver link, observed 2026-08-07T13:35:57.431732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:57.431732Z digest=sha256:59974607312652fe904b989b51f60e5241d066d565c3e09f6adde063bd63b7f8

Observation f431c792-4328-43ca-be63-610a0ea4065f · outbound

This paper cites 2025 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =

Reference 74

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unresolved
no resolver link, observed 2026-08-07T13:35:57.574511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:57.574511Z digest=sha256:322d6e73773b03093bf3a7bffa2440a89748ba928e18bf631679807af71c8413

Observation 330e5266-184c-4016-bdf7-9b86a468a064 · outbound

This paper cites Cost-Aware Contrastive Routing for.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Cost-Aware Contrastive Routing for

Reference 75

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unresolved
no resolver link, observed 2026-08-07T13:35:57.652945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:57.652945Z digest=sha256:6ac6ff354167f86d6b23d14c7bc25d1e5c2ffeac3a0e49c4d5b6cd2c06ba3223

Observation 99240ee7-9c8b-4553-9dc0-12090d9c771d · outbound

This paper cites Same Task, Different Circuits: Disentangling Modality-Specific Mechanisms in.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Same Task, Different Circuits: Disentangling Modality-Specific Mechanisms in

Reference 76

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unresolved
no resolver link, observed 2026-08-07T13:35:57.739001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:57.739001Z digest=sha256:a9b110f04df00400d9817d6af886fbfde0120e7f0169878a4812cb9b829088a7

Observation a585ce40-8123-4569-99ca-691642ec8600 · outbound

This paper cites Understanding GUI Agent Localization Biases through Logit Sharpness.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Understanding GUI Agent Localization Biases through Logit Sharpness

Reference 77

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unresolved
no resolver link, observed 2026-08-07T13:35:57.837360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:57.837360Z digest=sha256:52beff0202d71b8784aaf5c1d76617fb7d03571edb20030aa2fe57b80bcf350f

Observation 4046cefd-43a1-47c6-8d26-a229ccedc411 · outbound

This paper cites an unresolved cited work.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Unresolved cited work

Reference 78

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unresolved
no resolver link, observed 2026-08-07T13:35:57.990955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:57.990955Z digest=sha256:8ae7d3bf8fa968e6373e1a57c56aed1ce454d7f96da22b24624f55673fa406d6

Observation 111830b3-de6b-4f61-ae44-439c5c7dcb3f · outbound

This paper cites 2025 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =

Reference 79

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unresolved
no resolver link, observed 2026-08-07T13:35:58.091424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:58.091424Z digest=sha256:d0c80ae118db6de9001262a497fecd060803b409a8f52d1e4c0aa64890e2d953

Observation 139309a0-4b80-4441-9a37-92a75ec8c45c · outbound

This paper cites 2026 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =

Reference 80

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unresolved
no resolver link, observed 2026-08-07T13:35:58.179759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:35:58.179759Z digest=sha256:2e8b6ab6c129e4052dabfd06b2c2783700dcddd32183494fb06f10c7fd800040

Observation d888eeed-0a22-4770-b1b3-04c96d5e94ce · outbound

This paper cites PANDO: Efficient Multimodal AI Agents via Online Skill Distillation.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents PANDO: Efficient Multimodal AI Agents via Online Skill Distillation

Reference 81

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metadata mismatch
local_arxiv, observed 2026-08-07T13:40:18.564242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:35:58.290228Z digest=sha256:83ea88c55781fea5c8b7c6461db5806c11f7bdb8f55573c30d5436cb8c1ebbeb

Observation 0677c7e0-4e92-4f32-8cfb-0e53d27960c2 · outbound

This paper cites ReVision: Scaling Computer-Use Agents via Temporal Visual Redundancy Reduction.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents ReVision: Scaling Computer-Use Agents via Temporal Visual Redundancy Reduction

Reference 82

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metadata mismatch
local_arxiv, observed 2026-08-07T13:40:18.296455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:35:58.452691Z digest=sha256:af25cf878b94f3691a897525b513de495a01709ab0ab4459ed078543885111a8

Observation 508161d3-6cbe-49e0-85ad-348bf62a0e9d · outbound

This paper cites Dynamic Mixed-Precision Routing for Efficient Multi-step LLM Interaction.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Dynamic Mixed-Precision Routing for Efficient Multi-step LLM Interaction

Reference 83

Resolution
verified exact
local_arxiv, observed 2026-08-07T13:40:17.996587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:35:58.599077Z digest=sha256:0d9c0510b7d27d8041cea5afc3fbbe2e816b711e1d0cb828e9e01ca0839f99d3

Observation 400f7cbb-ecc7-42ce-a75c-30d929900d94 · outbound

This paper cites WebGym: Scaling Training Environments for Visual Web Agents with Realistic Tasks.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents WebGym: Scaling Training Environments for Visual Web Agents with Realistic Tasks

Reference 84

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source=arxiv_source observed=2026-08-07T13:35:58.610797Z digest=sha256:1bbabcf18467efd53a073f4166c812aa5b158f31f1fa88dc37ce110676aef0a5

Observation 78616d69-71ef-4550-b140-067b3a454490 · outbound

This paper cites InfiniteWeb: Scalable Web Environment Synthesis for GUI Agent Training.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents InfiniteWeb: Scalable Web Environment Synthesis for GUI Agent Training

Reference 85

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source=arxiv_source observed=2026-08-07T13:35:58.629572Z digest=sha256:36c43f1a9383d10a21894bf813440e93fcf737b47b1e5ba099d76b93cad83408

Observation 8eeea942-d75d-4a33-88a0-08b99aa9bf2b · outbound

This paper cites 2602.14296 , archivePrefix =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2602.14296 , archivePrefix =

Reference 86

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source=arxiv_source observed=2026-08-07T13:35:58.716129Z digest=sha256:fa49f226bcd2ee594ac2fa52671a9c6c5811c06ebd6337d0a91b2027a2e6189b

Observation 366c7802-f34c-4ca7-8de8-ca6a141fcffe · outbound

This paper cites 2511.20766 , archivePrefix =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2511.20766 , archivePrefix =

Reference 87

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source=arxiv_source observed=2026-08-07T13:35:58.751805Z digest=sha256:5de7683041e13ae8b8352ab98f5e146eed478a80fce25d83fa3b72cef2baf646

Observation 843e267d-b6c5-4eb5-a689-055782470d9b · outbound

This paper cites MobileGym: A Verifiable and Highly Parallel Simulation Platform for Mobile GUI Agent Research.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents MobileGym: A Verifiable and Highly Parallel Simulation Platform for Mobile GUI Agent Research

Reference 88

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source=arxiv_source observed=2026-08-07T13:35:58.796477Z digest=sha256:cdacbdff674eb3385da290e487c13c1a96ea7db3a3037067d4509d7f79de9a8d

Observation aa7e153f-3226-4439-acea-77f65e60477c · outbound

This paper cites On Calibration of Modern Neural Networks.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents On Calibration of Modern Neural Networks

Reference 90

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source=arxiv_source observed=2026-08-07T13:35:58.956147Z digest=sha256:86a660862121fac1e111bee7885a0d102321c282f55a60a27436892b45c1a1f1

Observation 4ea627bf-a606-4285-85b6-0c7f625b5071 · outbound

This paper cites Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation

Reference 91

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source=arxiv_source observed=2026-08-07T13:35:59.074063Z digest=sha256:d306e1ec4226c5fce56dd0b2741ef9d441dcec368a3df9e485d9fd0cde6ca53d

Observation f1ed9b19-38da-4b25-9342-7c2f1361da05 · outbound

This paper cites 2022 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2022 , eprint =

Reference 92

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source=arxiv_source observed=2026-08-07T13:35:59.146157Z digest=sha256:c814fd34a360dae7e2c8d5d5cd1eafcb49df31485ed4f2a081e9a9e567a74ccf

Observation a6fcab47-b9a2-4e69-95a9-7dfe5e68f918 · outbound

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

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models

Reference 93

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source=arxiv_source observed=2026-08-07T13:35:59.226554Z digest=sha256:394b5b52428bc94fe725f8ffb70b44229dbfd4eb0130e402d7dbd43749caf747

Observation a3a0c8ae-e5a6-40f7-bb38-c54bfdec97b1 · outbound

This paper cites Can You Trust Your Model's Uncertainty?.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Can You Trust Your Model's Uncertainty?

Reference 94

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source=arxiv_source observed=2026-08-07T13:35:59.359216Z digest=sha256:6305e441e961fb3b4d55b76dff1a5f025b04d03f8f844b20df4a2ed94128d37b

Observation 0e7fb997-49db-45ea-b610-4c734d78312e · outbound

This paper cites 2024 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2024 , eprint =

Reference 95

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source=arxiv_source observed=2026-08-07T13:35:59.529125Z digest=sha256:369a09427c7a5b97e012857d342c9fde216934c3244d164a6c3bf426136d7c7c

Observation d3bbfb66-1043-4fc6-8e86-d2d8313f11c0 · outbound

This paper cites Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing

Reference 96

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source=arxiv_source observed=2026-08-07T13:35:59.642970Z digest=sha256:343cfa72ac79c38026029b4dd01898d624093c97d5168dac9be4581aa6841f97

Observation 3cd8ae4b-3666-461f-92fb-405886949f80 · outbound

This paper cites 2025 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =

Reference 97

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source=arxiv_source observed=2026-08-07T13:35:59.800599Z digest=sha256:5fc494d24fb70964caf70b9c0430c6b61f98b65530f2a652bad6a4c48467438f

Observation 27aa477d-8dd1-4b9e-b82e-1227d7aa8440 · outbound

This paper cites Energy and Policy Considerations for Deep Learning in.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Energy and Policy Considerations for Deep Learning in

Reference 98

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source=arxiv_source observed=2026-08-07T13:35:59.918006Z digest=sha256:2d752495527da903dc1e8d812cb17e05c00e1ce7102765c312360f4b2370c9a4

Observation 35cd0582-6218-44df-af1f-c9ff7afdf5ab · outbound

This paper cites and Borm, George F.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents and Borm, George F

Reference 99

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source=arxiv_source observed=2026-08-07T13:36:00.006880Z digest=sha256:f7d01fd51d6b0a02e62193f93e5cdaa7c953f89500f3ea55eab56c4ecca2ed8f

Observation c33eaa0f-bf93-4e22-b346-17ed78a3ce9a · outbound

This paper cites Research Synthesis Methods , volume =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Research Synthesis Methods , volume =

Reference 100

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source=arxiv_source observed=2026-08-07T13:36:00.098324Z digest=sha256:c55da075253dfcee9ecb080a8d3dccb79f51147a5b88f1d949ab231428bfe1c3

Observation 0c6e1cd0-8835-4bb2-b587-d76efe4e4b21 · outbound

This paper cites Hartung-Knapp-Sidik-Jonkman approach and its modification for random-effects meta-analysis with few studies.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Hartung-Knapp-Sidik-Jonkman approach and its modification for random-effects meta-analysis with few studies

Reference 101

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source=arxiv_source observed=2026-08-07T13:36:00.202843Z digest=sha256:c7ea31189048efc54c9f12ae55d3b757db7e614e61826822c670217b070c7fcb

Observation df76ba40-f082-4d76-b90e-c474179bb0f1 · outbound

This paper cites 2026 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =

Reference 103

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source=arxiv_source observed=2026-08-07T13:36:00.405263Z digest=sha256:f27f707559cc2630464acbc8c7dbbc77847d869ef64cd707fc46139259730325

Observation 241bc3e6-0bb2-4875-8c28-ec0fa37594fe · outbound

This paper cites 2026 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =

Reference 104

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source=arxiv_source observed=2026-08-07T13:36:00.517210Z digest=sha256:014acecac6991fa6a597902a4a42af59387db4022d8eb518e66b053d7c613c47

Observation 065b7c1b-7bac-45fe-a749-262d38cdbed7 · outbound

This paper cites 2026 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =

Reference 105

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source=arxiv_source observed=2026-08-07T13:36:00.614004Z digest=sha256:be9371113ec5439eee0804712aaecfc605004bc024fd645f1b083b9a0413e5e0

Observation 82d1ee9f-798b-4ff8-802f-dfe43a135cf0 · outbound

This paper cites 2026 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =

Reference 106

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source=arxiv_source observed=2026-08-07T13:36:00.743666Z digest=sha256:ed3c715633ab4782c44f187bab2e17a0aae764ec7a8b258fa139516576aa64b7

Observation 24d0cb92-4578-4cf7-b66e-8f8023ad2f68 · outbound

This paper cites 2026 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =

Reference 107

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source=arxiv_source observed=2026-08-07T13:36:00.905294Z digest=sha256:931bd76cdd2cd2061a352bcbfe8bd276d8aa60f6dccc46fda3418c77ce039278

Observation 05780b6c-245b-439e-93a9-8356fd808826 · outbound

This paper cites 2026 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =

Reference 108

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source=arxiv_source observed=2026-08-07T13:36:01.055108Z digest=sha256:3c72d1e2a5550c2343ed110c9016390b8609d8edfe3e1e2b5a233e2ca3dde443

Observation 8e97c58f-a52a-43d4-8292-1ffab20e91de · outbound

This paper cites 2026 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =

Reference 109

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source=arxiv_source observed=2026-08-07T13:36:01.116601Z digest=sha256:bb32edba33e63e6360945dae51a062fd2796af40cb58372e158bdd0a9dc7301b

Observation 3e716887-d0a9-4370-991e-b867c40b417c · outbound

This paper cites 2026 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =

Reference 110

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source=arxiv_source observed=2026-08-07T13:36:01.236123Z digest=sha256:dbf61eff5ab4a559bc54bfaba248a40c014e3557899b8671a522b35de0eaf5b4

Observation 6b85c174-ebb2-457d-9a90-7aeff6629555 · outbound

This paper cites 2026 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =

Reference 111

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source=arxiv_source observed=2026-08-07T13:36:01.346680Z digest=sha256:3ed51802c3ef2f623626081df56d63b3fa78c66702545c92d8bb797f486a30de

Observation c057cb1d-8130-4d51-86dc-9de6f99f2a0d · outbound

This paper cites 2025 , eprint =.

Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =

Reference 112

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source=arxiv_source observed=2026-08-07T13:36:01.466244Z digest=sha256:5b29ca86d7973353dca6c8eb50d30f1bea51484026a8ea440a4427863721c87d

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