Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T11:51:14.999341Z
Paper Citation Record · LEDGER
Beyond Scaling: Agents Are Heading to the Edge
As of 20 August 2026, this Paper Citation Record lists 74 of 74 outbound references and 2 inbound Pith citation observations for arXiv:2605.18535.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:17:52.663631Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-12T14:26:29.702607Z
Reference resolution
74 of 74 outbound references displayed
- verified exact20
- verified fuzzy53
- unresolved1
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 760b1ed1-c8fb-41bc-8920-71fee3715f0e · outbound
This paper cites SARATHI: Efficient LLM Inference by Piggybacking Decodes with Chunked Prefills.
Beyond Scaling: Agents Are Heading to the Edge SARATHI: Efficient LLM Inference by Piggybacking Decodes with Chunked Prefills
Reference 1
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T11:53:14.935042Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e9ca214a-b0b2-4667-bbe0-2bc525838625 · outbound
This paper cites Llm in a flash: Efficient large language model inference with limited memory.
Beyond Scaling: Agents Are Heading to the Edge Llm in a flash: Efficient large language model inference with limited memory
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.353972Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 31827c0c-2faa-41aa-95b8-ed8aa8b5e1e1 · outbound
This paper cites Private Cloud Compute: A new frontier for AI privacy in the cloud.
Beyond Scaling: Agents Are Heading to the Edge Private Cloud Compute: A new frontier for AI privacy in the cloud
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.351578Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a7eb0988-76b4-4192-b8cc-15456e62b971 · outbound
This paper cites Seven failure points when engineering a retrieval augmented generation system.
Beyond Scaling: Agents Are Heading to the Edge Seven failure points when engineering a retrieval augmented generation system
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.246995Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4af4c3ff-6ef6-473b-9f08-f485dd1545d6 · outbound
This paper cites Small Language Models are the Future of Agentic AI.
Beyond Scaling: Agents Are Heading to the Edge Small Language Models are the Future of Agentic AI
Reference 5
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T11:53:14.912100Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bfc41898-17f0-4b77-8d62-12dc4c581600 · outbound
This paper cites Distributed inference and fine-tuning of large language models over the internet.
Beyond Scaling: Agents Are Heading to the Edge Distributed inference and fine-tuning of large language models over the internet
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.268169Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0295d088-1127-4af7-a1af-02868f61dbfa · outbound
This paper cites Citizens’ data privacy in china: The state of the art of the personal information protection law (pipl).Smart Cities, 5(3):1129–1150.
Beyond Scaling: Agents Are Heading to the Edge Citizens’ data privacy in china: The state of the art of the personal information protection law (pipl).Smart Cities, 5(3):1129–1150
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.256654Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 694ddeef-5f10-4051-a2be-369d70715a61 · outbound
This paper cites Extracting training data from large language models.
Beyond Scaling: Agents Are Heading to the Edge Extracting training data from large language models
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.333915Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 477f621a-5d8b-49a3-8272-1a9c4bae52e4 · outbound
This paper cites FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance.
Beyond Scaling: Agents Are Heading to the Edge FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance
Reference 9
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T11:53:14.925257Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 55acb837-f54b-469f-8dc7-e0627d5b3a0f · outbound
This paper cites Octopus v2: On-device language model for super agent.
Beyond Scaling: Agents Are Heading to the Edge Octopus v2: On-device language model for super agent
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-07-21T01:21:38.447572Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 00cb8563-8d6a-4a65-a4ee-cc0428c43443 · outbound
This paper cites Using autonomy flight software to improve science return on earth observing one.Journal of Aerospace Computing, Information, and Communication, 2(4):196–216.
Beyond Scaling: Agents Are Heading to the Edge Using autonomy flight software to improve science return on earth observing one.Journal of Aerospace Computing, Information, and Communication, 2(4):196–216
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.338155Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a2ea47a0-ecee-4356-bd13-e8adfaf0d707 · outbound
This paper cites Orbital edge computing: Nanosatellite constellations as a new class of computer system.
Beyond Scaling: Agents Are Heading to the Edge Orbital edge computing: Nanosatellite constellations as a new class of computer system
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.349539Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ca5de89c-922d-4d7e-9c38-af915882c333 · outbound
This paper cites Intelli- gence and the frontal lobe: The organization of goal-directed behavior.Cognitive psychology, 30(3):257–303.
Beyond Scaling: Agents Are Heading to the Edge Intelli- gence and the frontal lobe: The organization of goal-directed behavior.Cognitive psychology, 30(3):257–303
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.236413Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1ea86ebf-3c06-4996-98a3-0c4734e5b321 · outbound
This paper cites Personalized federated learning with theoretical guarantees: A model-agnostic meta-learning approach.
Beyond Scaling: Agents Are Heading to the Edge Personalized federated learning with theoretical guarantees: A model-agnostic meta-learning approach
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.239741Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ce5dcd7c-e3f3-48bf-98b0-1593a4917d3e · outbound
This paper cites Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence.
Beyond Scaling: Agents Are Heading to the Edge Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T11:53:14.881235Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9ab4cf93-1fdf-4a21-bd75-96e5ba1fcab2 · outbound
This paper cites Openai creates a scale to track progress toward human-level AI.Bloomberg, July 2024.
Beyond Scaling: Agents Are Heading to the Edge Openai creates a scale to track progress toward human-level AI.Bloomberg, July 2024
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.288221Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f26881a0-b586-41f4-9ad7-5a9fc761fd15 · outbound
This paper cites Cellular basis of working memory.Neuron, 14(3):477–485.
Beyond Scaling: Agents Are Heading to the Edge Cellular basis of working memory.Neuron, 14(3):477–485
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.242061Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 549d25b6-e21b-49fa-bf66-1984a8c7d423 · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
Beyond Scaling: Agents Are Heading to the Edge DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 18
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T11:53:14.890996Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 255d9e3f-5b00-4671-a5a3-656a733527f4 · outbound
This paper cites an unresolved cited work.
Beyond Scaling: Agents Are Heading to the Edge Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T11:53:15.228222Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e933c6c3-cf0e-4a7f-8076-ecc4bf8b5ef2 · outbound
This paper cites Scaling Laws for Autoregressive Generative Modeling.
Beyond Scaling: Agents Are Heading to the Edge Scaling Laws for Autoregressive Generative Modeling
Reference 20
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T11:53:14.884518Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c6127faa-7315-479d-bcd1-8513e2d9724c · outbound
This paper cites Training Compute-Optimal Large Language Models.
Beyond Scaling: Agents Are Heading to the Edge Training Compute-Optimal Large Language Models
Reference 21
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T11:53:14.877678Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 88c6e95c-79d2-4f90-829b-7d00fb8bf9b2 · outbound
This paper cites Metagpt: Meta programming for a multi-agent collaborative framework.
Beyond Scaling: Agents Are Heading to the Edge Metagpt: Meta programming for a multi-agent collaborative framework
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.254296Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3a4c540c-aa4b-48db-a52c-6ef323eff734 · outbound
This paper cites Detecting spacecraft anomalies using lstms and nonparametric dynamic thresholding.
Beyond Scaling: Agents Are Heading to the Edge Detecting spacecraft anomalies using lstms and nonparametric dynamic thresholding
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.282137Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 392866fd-971a-4def-aec2-8f35b670325b · outbound
This paper cites Scaling Laws for Neural Language Models.
Beyond Scaling: Agents Are Heading to the Edge Scaling Laws for Neural Language Models
Reference 24
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T11:53:14.887853Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fecf528e-94a0-4c89-aa39-6f573a8cbc74 · outbound
This paper cites Evaluating Language-Model Agents on Realistic Autonomous Tasks.
Beyond Scaling: Agents Are Heading to the Edge Evaluating Language-Model Agents on Realistic Autonomous Tasks
Reference 25
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T11:53:14.908617Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8018bd3c-29b0-48a2-9a30-723cbce15b1d · outbound
This paper cites A path towards autonomous machine intelligence version 0.9.
Beyond Scaling: Agents Are Heading to the Edge A path towards autonomous machine intelligence version 0.9
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.306332Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation af643d60-1cc9-4e3e-b67e-b37df58c50dc · outbound
This paper cites Lenovo unveils Lenovo and Motorola Qira.
Beyond Scaling: Agents Are Heading to the Edge Lenovo unveils Lenovo and Motorola Qira
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.284079Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 63d1c824-3ab1-40a6-9dac-c65e1b28260d · outbound
This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks.Advances in neural information processing systems, 33:9459–9474.
Beyond Scaling: Agents Are Heading to the Edge Retrieval-augmented generation for knowledge-intensive nlp tasks.Advances in neural information processing systems, 33:9459–9474
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.342710Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 676dea21-f9de-4fce-b8e3-a151750a28d0 · outbound
This paper cites A comprehensive survey on large language model compression for artificial intelligence applications in edge systems.IEEE Internet of Things Journal.
Beyond Scaling: Agents Are Heading to the Edge A comprehensive survey on large language model compression for artificial intelligence applications in edge systems.IEEE Internet of Things Journal
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.286156Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cf9ccbf7-42b6-4b96-8fd4-2338cc7602c1 · outbound
This paper cites AgentBench: Evaluating LLMs as Agents.
Beyond Scaling: Agents Are Heading to the Edge AgentBench: Evaluating LLMs as Agents
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T11:53:14.898016Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fccd2991-d693-4609-8dd0-b3f8246bd6e4 · outbound
This paper cites Mobilellm: Optimizing sub-billion parameter language models for on-device use cases.
Beyond Scaling: Agents Are Heading to the Edge Mobilellm: Optimizing sub-billion parameter language models for on-device use cases
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.292190Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1da4b528-8d69-40ed-8a50-5f42289af583 · outbound
This paper cites Communication-efficient learning of deep networks from decentralized data.
Beyond Scaling: Agents Are Heading to the Edge Communication-efficient learning of deep networks from decentralized data
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.327531Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation dbd1cd27-30d1-4d5e-8037-d373442f3ac4 · outbound
This paper cites Gaia: a benchmark for general ai assistants.
Beyond Scaling: Agents Are Heading to the Edge Gaia: a benchmark for general ai assistants
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.329552Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 554ce60a-c129-4560-84b4-b0b86fcf3b12 · outbound
This paper cites Distributed Mixture-of-Agents for Edge Inference with Large Language Models.
Beyond Scaling: Agents Are Heading to the Edge Distributed Mixture-of-Agents for Edge Inference with Large Language Models
Reference 34
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T11:53:14.870551Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7d02322d-eec3-4c7a-9840-964b768d8bff · outbound
This paper cites Kimi agent swarm: Open agentic intelligence.
Beyond Scaling: Agents Are Heading to the Edge Kimi agent swarm: Open agentic intelligence
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.325282Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b5dcd664-c745-48ae-b821-cc932c01901e · outbound
This paper cites Position: Levels of agi for operationalizing progress on the path to agi.
Beyond Scaling: Agents Are Heading to the Edge Position: Levels of agi for operationalizing progress on the path to agi
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.331501Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9eae8df4-3379-4fc4-a39b-1def0b5a5a9a · outbound
This paper cites Analysis of india’s digital personal data protection act, 2023.International Journal of Law and Management, 67(5):543–553.
Beyond Scaling: Agents Are Heading to the Edge Analysis of india’s digital personal data protection act, 2023.International Journal of Law and Management, 67(5):543–553
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.344914Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9ae3bc2a-b030-47c8-acb4-90b3215aa214 · outbound
This paper cites A comprehensive overview of large language models.ACM Transactions on Intelligent Systems and Technology, 16(5):1–72.
Beyond Scaling: Agents Are Heading to the Edge A comprehensive overview of large language models.ACM Transactions on Intelligent Systems and Technology, 16(5):1–72
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.361512Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b6c57606-40a8-41e7-89e2-e0b6b48deb46 · outbound
This paper cites NimbleEdge: Enabling real-time, on-device personalization and machine learning.
Beyond Scaling: Agents Are Heading to the Edge NimbleEdge: Enabling real-time, on-device personalization and machine learning
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.309643Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6e708641-4d5d-49a8-9d6b-572b0f8248df · outbound
This paper cites Hermes Agent: The open-source autonomous agent with a closed learning loop.
Beyond Scaling: Agents Are Heading to the Edge Hermes Agent: The open-source autonomous agent with a closed learning loop
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.311898Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 67d547ed-2688-45d7-8ced-f181507f5a9c · outbound
This paper cites The final frontier of space computing has arrived.
Beyond Scaling: Agents Are Heading to the Edge The final frontier of space computing has arrived
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.314085Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8deed247-99c7-4d21-a750-3ffc63e7540d · outbound
This paper cites Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744.
Beyond Scaling: Agents Are Heading to the Edge Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.320970Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6e0c2833-f947-430f-b7de-80a7b06c526f · outbound
This paper cites Snapdragon 8 Elite Gen 5: Redefining on-device AI compute.
Beyond Scaling: Agents Are Heading to the Edge Snapdragon 8 Elite Gen 5: Redefining on-device AI compute
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.318595Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ce94ffcc-3786-48c2-8662-7654a60a73a6 · outbound
This paper cites Sensitivity of revised diagnostic criteria for the behavioural variant of frontotemporal dementia.
Beyond Scaling: Agents Are Heading to the Edge Sensitivity of revised diagnostic criteria for the behavioural variant of frontotemporal dementia
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.322972Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 24a1634c-5551-4251-b9cd-2fe9b6516c92 · outbound
This paper cites An- droidinthewild: A large-scale dataset for android device control.Advances in Neural Information Processing Systems, 36:59708–59728.
Beyond Scaling: Agents Are Heading to the Edge An- droidinthewild: A large-scale dataset for android device control.Advances in Neural Information Processing Systems, 36:59708–59728
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.364023Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9c80afa9-1952-484b-af28-f74c88d64e7d · outbound
This paper cites Regulation (eu) 2016/679 of the european parliament and of the council.
Beyond Scaling: Agents Are Heading to the Edge Regulation (eu) 2016/679 of the european parliament and of the council
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.272396Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 76e91c0f-745a-493a-8b2b-0927d808772f · outbound
This paper cites LaMP: When large language models meet personalization.
Beyond Scaling: Agents Are Heading to the Edge LaMP: When large language models meet personalization
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.270155Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7b4b5778-99ab-4cc4-97c9-97d5b70d2e0b · outbound
This paper cites Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face.Advances in Neural Information Processing Systems, 36:38154–38180.
Beyond Scaling: Agents Are Heading to the Edge Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face.Advances in Neural Information Processing Systems, 36:38154–38180
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.347402Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 20362c5a-b6af-4f6d-90ea-46d8acd25f50 · outbound
This paper cites S-LoRA: Serving thousands of concurrent LoRA adapters.
Beyond Scaling: Agents Are Heading to the Edge S-LoRA: Serving thousands of concurrent LoRA adapters
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.276981Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cf744eba-2b4d-4a21-90d7-36ee0c9fc716 · outbound
This paper cites Edge computing: Vision and challenges.IEEE internet of things journal, 3(5):637–646.
Beyond Scaling: Agents Are Heading to the Edge Edge computing: Vision and challenges.IEEE internet of things journal, 3(5):637–646
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.336005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e5b1a415-8e7a-4182-8c39-1c1648772114 · outbound
This paper cites Reflexion: Language agents with verbal reinforcement learning.Advances in neural information processing systems, 36:8634–8652.
Beyond Scaling: Agents Are Heading to the Edge Reflexion: Language agents with verbal reinforcement learning.Advances in neural information processing systems, 36:8634–8652
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.340386Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0eef865f-c390-4007-8dbe-c8aea5279359 · outbound
This paper cites LLM2Swarm: Robot Swarms that Responsively Reason, Plan, and Collaborate through LLMs.
Beyond Scaling: Agents Are Heading to the Edge LLM2Swarm: Robot Swarms that Responsively Reason, Plan, and Collaborate through LLMs
Reference 52
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T11:53:14.904787Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 901749a4-3bc1-40f7-875e-55469f5ee701 · outbound
This paper cites Cognitive architectures for language agents.Transactions on Machine Learning Research.
Beyond Scaling: Agents Are Heading to the Edge Cognitive architectures for language agents.Transactions on Machine Learning Research
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.251870Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1ed3d606-cad5-4546-b7ce-209d9dc4d6c7 · outbound
This paper cites Insights into human behavior from lesions to the prefrontal cortex.Neuron, 83(5):1002–1018.
Beyond Scaling: Agents Are Heading to the Edge Insights into human behavior from lesions to the prefrontal cortex.Neuron, 83(5):1002–1018
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.263393Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d86d368c-6793-41d2-b21b-2c13a66f4249 · outbound
This paper cites On the planning abilities of large language models-a critical investigation.Advances in neural information processing systems, 36:75993–76005.
Beyond Scaling: Agents Are Heading to the Edge On the planning abilities of large language models-a critical investigation.Advances in neural information processing systems, 36:75993–76005
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.280060Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e5f6a51d-979a-4857-af91-545854798ccf · outbound
This paper cites Will we run out of data? Limits of LLM scaling based on human-generated data.
Beyond Scaling: Agents Are Heading to the Edge Will we run out of data? Limits of LLM scaling based on human-generated data
Reference 56
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T11:53:14.918737Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 30823937-6a53-4e4f-9424-c1028f088e34 · outbound
This paper cites Freshllms: Refreshing large language models with search engine augmentation.
Beyond Scaling: Agents Are Heading to the Edge Freshllms: Refreshing large language models with search engine augmentation
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.358981Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 87b36c38-fb93-4eea-98d4-0c66f8e98e3d · outbound
This paper cites Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perception.
Beyond Scaling: Agents Are Heading to the Edge Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perception
Reference 58
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T11:53:14.928467Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9655b3ba-4939-46a3-93ca-50fb949838c1 · outbound
This paper cites A survey on large language model based autonomous agents.Frontiers of Computer Science, 18(6):186345.
Beyond Scaling: Agents Are Heading to the Edge A survey on large language model based autonomous agents.Frontiers of Computer Science, 18(6):186345
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.356615Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d8c1e1e5-43ab-46e2-a41b-c9ea2d12ac9e · outbound
This paper cites Emergent Abilities of Large Language Models.
Beyond Scaling: Agents Are Heading to the Edge Emergent Abilities of Large Language Models
Reference 60
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T11:53:14.901367Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3cebbdfa-4b42-486d-8b84-fd87ecb239c5 · outbound
This paper cites Open (for business): Big tech, concentrated power, and the political economy of open AI.SSRN 4543807.
Beyond Scaling: Agents Are Heading to the Edge Open (for business): Big tech, concentrated power, and the political economy of open AI.SSRN 4543807
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.233878Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 538d1537-75ad-40f8-ac5c-3b958c2d490b · outbound
This paper cites OS-Copilot: Towards Generalist Computer Agents with Self-Improvement.
Beyond Scaling: Agents Are Heading to the Edge OS-Copilot: Towards Generalist Computer Agents with Self-Improvement
Reference 62
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T11:53:14.894641Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8aea7bd4-c933-4b85-831b-a99f7584192b · outbound
This paper cites The rise and potential of large language model based agents: A survey.Science China Information Sciences, 68(2):121101.
Beyond Scaling: Agents Are Heading to the Edge The rise and potential of large language model based agents: A survey.Science China Information Sciences, 68(2):121101
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.244689Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e269813e-f786-46a4-a68f-4c266430d80e · outbound
This paper cites Mimo: Unlocking the reasoning potential of language model – from pretraining to posttraining.
Beyond Scaling: Agents Are Heading to the Edge Mimo: Unlocking the reasoning potential of language model – from pretraining to posttraining
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.230502Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8f5d639c-92bd-4b6c-b9e6-8203311ed9ea · outbound
This paper cites Satellite- terrestrial integrated edge computing networks: Architecture, challenges, and open issues.Ieee Network, 34(3):224–231.
Beyond Scaling: Agents Are Heading to the Edge Satellite- terrestrial integrated edge computing networks: Architecture, challenges, and open issues.Ieee Network, 34(3):224–231
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.261279Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0b310546-852c-4618-b38e-239b1ddafc22 · outbound
This paper cites Osworld: Benchmarking multimodal agents for open-ended tasks in real computer environments.Advances in Neural Information Processing Systems, 37:52040–52094.
Beyond Scaling: Agents Are Heading to the Edge Osworld: Benchmarking multimodal agents for open-ended tasks in real computer environments.Advances in Neural Information Processing Systems, 37:52040–52094
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.266085Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c915724d-7a18-43b0-8f26-e108753a45d5 · outbound
This paper cites On-Device Language Models: A Comprehensive Review.
Beyond Scaling: Agents Are Heading to the Edge On-Device Language Models: A Comprehensive Review
Reference 67
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T11:53:14.915437Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f9eaa4ed-5e9a-4150-8997-551c3168e5a4 · outbound
This paper cites Wideseek-r1: Exploring width scaling for broad information seeking via multi-agent reinforcement learning.
Beyond Scaling: Agents Are Heading to the Edge Wideseek-r1: Exploring width scaling for broad information seeking via multi-agent reinforcement learning
Reference 68
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T11:53:14.874464Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1633011c-3b87-4e37-b188-acaa6aa57dcc · outbound
This paper cites Agenttuning: Enabling generalized agent abilities for llms.
Beyond Scaling: Agents Are Heading to the Edge Agenttuning: Enabling generalized agent abilities for llms
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.316531Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 09fe8ea1-437c-4b20-8d88-50d448787486 · outbound
This paper cites Lin- gualinked: Distributed large language model inference on mobile devices.
Beyond Scaling: Agents Are Heading to the Edge Lin- gualinked: Distributed large language model inference on mobile devices
Reference 70
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.249258Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 804d1ef9-9fc8-4b49-a049-10b6b9f95558 · outbound
This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.
Beyond Scaling: Agents Are Heading to the Edge WebArena: A Realistic Web Environment for Building Autonomous Agents
Reference 71
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T11:53:14.931641Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a128823e-89f2-4caa-81c0-34c8ce141c9b · outbound
This paper cites Edge intelligence: Paving the last mile of artificial intelligence with edge computing.Proceedings of the IEEE, 107(8):1738–1762.
Beyond Scaling: Agents Are Heading to the Edge Edge intelligence: Paving the last mile of artificial intelligence with edge computing.Proceedings of the IEEE, 107(8):1738–1762
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.274500Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a0f4055d-9b5d-42bc-9780-3693859ca317 · outbound
This paper cites When foundation model meets federated learning: Motivations, challenges, and future directions.
Beyond Scaling: Agents Are Heading to the Edge When foundation model meets federated learning: Motivations, challenges, and future directions
Reference 73
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.259079Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a98be7fa-a53a-4e7d-9c1b-8fad5713b9bf · outbound
This paper cites Language agents as optimizable graphs.
Beyond Scaling: Agents Are Heading to the Edge Language agents as optimizable graphs
Reference 74
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T11:53:15.290173Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Pith citing papers
Observation f7a58675-3d65-4ca4-b7b4-7a1b8cf2308e · inbound
ComBodied Agents: a New Paradigm of Human-Centric Agentic AI cites this paper.
ComBodied Agents: a New Paradigm of Human-Centric Agentic AI Beyond Scaling: Agents Are Heading to the Edge
Reference 51
- Resolution
- verified exact
- local_arxiv, observed 2026-08-12T14:26:29.706678Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5870852e-a91e-4353-8d2a-3f8c9d0326a0 · inbound
ComBodied Agents: a New Paradigm of Human-Centric Agentic AI cites this paper.
ComBodied Agents: a New Paradigm of Human-Centric Agentic AI Beyond Scaling: Agents Are Heading to the Edge
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:17:52.663631Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.