Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:36:01.466244Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:36:01.466244Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
100 of 131 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 79cc67f3-fa82-4218-80a6-c51218f01fac · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Defeating Nondeterminism in
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Observation 4d7c938e-db7a-49fd-b616-dea74f5f9674 · outbound
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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Observation c435f092-810e-41e9-b844-1f079244d2ca · outbound
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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Observation f4c3efb5-f3b7-4822-a482-152c7f2dc9df · outbound
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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Observation 8c88b099-b809-400f-ad5a-44ed2f0490cc · outbound
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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Observation 94b1cf6f-971a-41ee-af0c-5adfa64fda5c · outbound
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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Observation b6783c5b-8edf-420a-a593-38493e8f461a · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =
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Observation 2e415a60-83d1-4d89-90ba-5c1fab2c16bb · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =
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Observation 68048ee2-bd1c-4cd6-9879-76e5bb143d31 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =
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Observation 5c360d19-2ab3-49e0-925d-18f4f45fd3a3 · outbound
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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Observation 39ad2dca-d24d-4bca-9cc8-b095225ef9d5 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =
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Observation 1c65512c-03e5-4208-8cd3-0ad0cb084331 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , journal=
Reference 21
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Observation 79ae857c-c7bf-4937-978d-127d3f7e20c7 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , journal =
Reference 22
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Observation 72836731-785e-4f17-8230-0bacb9b81695 · outbound
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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Observation 9466543c-fbbd-4ad1-a60e-5903c493f7d0 · outbound
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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Observation fd05b233-d9c4-49f8-bf3f-02d57406e694 · outbound
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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Observation cf857875-2263-4fa6-b882-4c81d0c57e66 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =
Reference 26
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Observation d7d9b492-c107-4c10-b881-901508241d60 · outbound
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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Observation 384a5b50-1856-4c2d-8313-1605c2bbdff1 · outbound
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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Observation 43240123-26d2-4638-8321-95467696b441 · outbound
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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Observation 68271481-415c-4d35-8d3b-caab11c445c4 · outbound
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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Observation 11b3eef8-0399-4439-a208-87f992ce524a · outbound
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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Observation c0147755-9b56-40a6-810c-464245db5e29 · outbound
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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Observation bcca8afe-017a-4e09-a422-175e646a6a3e · outbound
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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Observation 81bfc82d-594f-4de0-9e8e-b892b3dd8683 · outbound
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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Observation abe09265-613b-4aa0-8349-fcf19dfa146a · outbound
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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Observation ea75487a-e01c-48b9-8faa-e694b17ee112 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents arXiv preprint arXiv:2510.15974 , year=
Reference 36
Source-reported events for the cited work
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Observation ba085163-4add-4a40-9265-76eabe092c83 · outbound
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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Observation 8cc754f2-28cb-40da-b5ad-77fc4af175b3 · outbound
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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Observation 5fdd9164-b874-47b9-a24f-c9996a8684e3 · outbound
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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Observation 06046739-4709-4a9d-8538-08b55feb79bf · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2024 , eprint=
Reference 40
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Observation 313f67a1-00cc-4464-bf78-6d0667bac53d · outbound
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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Observation 4846c6a9-28a4-42ab-86bb-32c342841bae · outbound
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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Observation 14a0f4f4-b604-4a0b-947d-61237151255f · outbound
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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Observation 8bc4fb99-197c-4530-b203-7fbf033e5840 · outbound
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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Observation 2601f143-af0e-4e58-9921-baf90f77d498 · outbound
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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Observation 834b9edc-f6f1-4096-a67f-798277a58ad7 · outbound
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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Observation a7449d8f-61cd-4f2c-bfce-de50de292a79 · outbound
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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Observation 407852ed-dbe8-4b72-b282-515bf3c32953 · outbound
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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Observation 8720667e-2fcb-49c3-9790-c5c70185fe8f · outbound
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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Observation e0ea58d5-84a9-4a15-806a-a90366ac8381 · outbound
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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Observation 12b3afca-ad1b-4f1a-9a88-76ab7bef56f7 · outbound
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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Observation 26414ef6-1ae7-4490-a6ee-f4b9ebfa25d6 · outbound
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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Observation 84623528-220b-4203-9b42-5518088e46c4 · outbound
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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Observation 149a6449-278d-4ac8-8530-aec4455a8d85 · outbound
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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Observation 2df39c1a-59ea-4200-b3eb-774960dfe9fb · outbound
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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Observation 99c23987-391d-4c02-b7e8-ac23c8035cf1 · outbound
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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Observation 879011ac-f434-4ec4-94dd-ce07db079151 · outbound
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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Observation e91dee9a-f065-41c2-b5cc-1b61574b181e · outbound
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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Observation 267ab243-6a19-4b0a-b3a6-2ad6deec1d8c · outbound
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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Observation 23ebcfbc-e7af-42da-b8d9-7502865b0162 · outbound
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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Observation 17c013b0-0b61-40ac-8c06-04231967e4d0 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =
Reference 62
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Observation 0aca2ec7-92d4-4227-9d3c-8081081b773b · outbound
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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Observation 59096dfa-7bbc-45cb-8fdd-9b8857947266 · outbound
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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Observation 5c2c14e8-44af-43b3-a6d9-7c7c65c53364 · outbound
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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Observation c61eb4cc-c6aa-4198-926f-5fcb8869ad90 · outbound
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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Observation 079f3159-bb4d-4dfe-b913-4f752d61031a · outbound
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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Observation 5f79c360-e75a-4e3d-9180-55cff4687249 · outbound
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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Observation 49c077e3-6a53-42b2-980a-1fee73f3792b · outbound
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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Observation 293066be-72c2-4b47-b1a1-b9f15d28ef13 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2024 , eprint =
Reference 70
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Observation 298a4ca8-ffe2-45c7-8f2e-f503bd1b8487 · outbound
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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Observation 8222611f-ddba-4273-befc-673dcedf651f · outbound
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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Observation c334889b-759d-47f6-a7ba-2f475b6d7e6e · outbound
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Reference 73
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Observation f431c792-4328-43ca-be63-610a0ea4065f · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =
Reference 74
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Observation 330e5266-184c-4016-bdf7-9b86a468a064 · outbound
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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Observation 99240ee7-9c8b-4553-9dc0-12090d9c771d · outbound
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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Observation a585ce40-8123-4569-99ca-691642ec8600 · outbound
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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Observation 4046cefd-43a1-47c6-8d26-a229ccedc411 · outbound
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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Observation 111830b3-de6b-4f61-ae44-439c5c7dcb3f · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =
Reference 79
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Observation 139309a0-4b80-4441-9a37-92a75ec8c45c · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =
Reference 80
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Observation d888eeed-0a22-4770-b1b3-04c96d5e94ce · outbound
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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Observation 0677c7e0-4e92-4f32-8cfb-0e53d27960c2 · outbound
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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Observation 508161d3-6cbe-49e0-85ad-348bf62a0e9d · outbound
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
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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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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
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Reference 86
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Reference 87
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Observation 843e267d-b6c5-4eb5-a689-055782470d9b · outbound
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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Observation aa7e153f-3226-4439-acea-77f65e60477c · outbound
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Reference 90
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Observation 4ea627bf-a606-4285-85b6-0c7f625b5071 · outbound
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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Observation f1ed9b19-38da-4b25-9342-7c2f1361da05 · outbound
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Reference 92
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Observation a6fcab47-b9a2-4e69-95a9-7dfe5e68f918 · outbound
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
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Observation a3a0c8ae-e5a6-40f7-bb38-c54bfdec97b1 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Can You Trust Your Model's Uncertainty?
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Observation 0e7fb997-49db-45ea-b610-4c734d78312e · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2024 , eprint =
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Observation d3bbfb66-1043-4fc6-8e86-d2d8313f11c0 · outbound
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
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Observation 3cd8ae4b-3666-461f-92fb-405886949f80 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =
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Observation 27aa477d-8dd1-4b9e-b82e-1227d7aa8440 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Energy and Policy Considerations for Deep Learning in
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Observation 35cd0582-6218-44df-af1f-c9ff7afdf5ab · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents and Borm, George F
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Observation c33eaa0f-bf93-4e22-b346-17ed78a3ce9a · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents Research Synthesis Methods , volume =
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Observation 0c6e1cd0-8835-4bb2-b587-d76efe4e4b21 · outbound
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
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Observation df76ba40-f082-4d76-b90e-c474179bb0f1 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =
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Observation 241bc3e6-0bb2-4875-8c28-ec0fa37594fe · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =
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Observation 065b7c1b-7bac-45fe-a749-262d38cdbed7 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =
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Observation 82d1ee9f-798b-4ff8-802f-dfe43a135cf0 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =
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Observation 24d0cb92-4578-4cf7-b66e-8f8023ad2f68 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =
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Observation 05780b6c-245b-439e-93a9-8356fd808826 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =
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Observation 8e97c58f-a52a-43d4-8292-1ffab20e91de · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =
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Observation 3e716887-d0a9-4370-991e-b867c40b417c · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =
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Observation 6b85c174-ebb2-457d-9a90-7aeff6629555 · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2026 , eprint =
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Observation c057cb1d-8130-4d51-86dc-9de6f99f2a0d · outbound
Routing Is Least Learnable Where It Is Most Valuable: Bounds on Representation Routing for Web Agents 2025 , eprint =
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