Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T11:18:34.330740Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2605.18067.
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 2026-05-20T11:18:34.330740Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 744a4d16-1902-40b2-a55f-01a78ec83a68 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Demystifying small language models for edge deployment
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0e4b2342-2b86-48a8-b66b-710edb48e12e · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Small Language Models are the Future of Agentic AI
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c0f0ab1a-a8eb-4be6-aba9-6e574a6d4dad · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence D 2moe: Dual routing and dynamic scheduling for efficient on-device moe-based llm serving
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0253b59b-6cf4-4d8d-8f78-b2d2e116acfc · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Klotski: Efficient mixture-of-expert inference via expert- aware multi-batch pipeline
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2b5d887e-c971-48d8-b6c3-b7fa0619781f · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence The power of scale for parameter-efficient prompt tuning
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7c8f5d67-b8f5-449f-a55f-d603258bc327 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Lora: Low-rank adaptation of large language models
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e377fb62-ac78-476c-8d61-794f7e486884 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Training language models to follow instructions with human feedback
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 61175756-bc0e-4a52-9151-26305b6e10a5 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Retrieval- augmented generation for knowledge-intensive nlp tasks
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3fddfd2d-bcad-4968-99b1-82bc4405484b · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Self-rag: Learning to retrieve, generate, and critique through self-reflection
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4fce5ccf-1eac-4276-b285-670512d769b4 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Incentives build robustness in bittorrent
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation de8194f3-d99d-404a-9088-4a3c822b3a13 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Kademlia: A peer-to-peer informa- tion system based on the xor metric
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 16d4038c-e997-405b-9a3c-eacd00402c7c · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Gossip-based aggregation in large dynamic networks
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation adcf59a4-40e0-4556-8205-caa40c88b2dc · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Routerdc: Query- based router by dual contrastive learning for assembling large language models
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a9aa2150-b84f-45eb-a2a6-30fcc0422d04 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Kabb: Knowledge-aware bayesian bandits for dynamic expert coordination in multi-agent systems
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 604e2bf6-4e37-4da1-ac29-3ffe2ec3efe3 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Mind2web: Towards a generalist agent for the web
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cfd77348-6591-49e0-9caa-032d2b4b58e2 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Swe-agent: Agent-computer interfaces enable automated software engineering
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b100b723-e305-4c14-a05f-ad3e03177b37 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Metagpt: Meta programming for a multi-agent collaborative framework
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e4db7b03-e7b4-4dca-a538-fbb9531184e6 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Mobile-agent-v2: Mobile device operation assistant with effective navigation via multi-agent collaboration
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation db013b8d-8384-4187-8d30-0e6683127c77 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Mobilesteward: Integrating multiple app-oriented agents with self-evolution to automate cross-app instructions
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a6898f97-1fe4-41ba-a56f-8e456d886018 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence MiniRAG: Towards Extremely Simple Retrieval-Augmented Generation
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6b214ab8-00df-4c68-9141-4ca279ec6cec · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Gpipe: Efficient training of giant neural networks using pipeline parallelism
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f521909b-4a28-4e40-ab99-28aa0f9d42ff · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence {TVM}: An automated{End-to-End} optimizing compiler for deep learning
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4bdc3d2d-7a71-44db-b927-5a486a37d592 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Mell: Memory-efficient large language model serving via multi-gpu kv cache management
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 75bdcd76-306b-4f5a-9caa-246f2d71985c · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Optq: Accurate post-training quantization for generative pre-trained transformers
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0f6b1f04-8ab0-4c18-8f77-9a36241d7125 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Minillm: Knowledge distillation of large language models
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5ed81638-4258-4422-9d77-6ae0fc10dd64 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Routing to the expert: Efficient reward-guided ensemble of large language models
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f41fbb79-4c46-428b-b028-b95842f8b488 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Routellm: Learning to route llms from preference data
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7a0bc000-4183-4ebd-86af-2d057f93d0f8 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Llm-blender: Ensembling large language models with pairwise ranking and generative fusion
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5d727e2c-2c52-438c-8648-c3c544199ab4 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Fusing models with complementary expertise
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9e39b049-1931-4c99-b537-438538d5c855 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Ties- merging: Resolving interference when merging models
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f7a7f06a-c983-4ab4-8be1-f5d386ef2441 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Qwen2.5: A party of foundation models!
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2dc21f8b-520a-4152-b86c-c5b5f9334180 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Available: https://qwenlm.github.io/blog/qwen2.5/
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 03e2fddd-821c-4113-bd56-d42eed200def · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 667512c3-3538-4629-8a36-0a65e521759f · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence OpenCodeReasoning: Advancing Data Distillation for Competitive Coding
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f23504e7-0f60-46e5-9e70-dd8b989263d6 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9a3a803c-b553-46ed-bc5b-d624e7a31bee · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence The llama 3 herd of models
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 11601c1c-74ce-40a8-b84a-2e3953c2b867 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Sharegpt
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 20a20d27-8c38-4824-99dd-1cb335badaf8 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Prototypical networks for few-shot learning
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ae3e18a9-41a2-4de8-a504-febd9ff0926d · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Learning to compare: Relation network for few-shot learning
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f03abc14-4b24-40ff-8f58-344d4b303250 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Tapnet: Neural network augmented with task-adaptive projection for few-shot learning
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 32278e97-2a14-4de5-8315-5a16c86555f9 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Gossip-based computation of aggregate information
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1137854b-2f46-48fb-91ab-95655a9e037b · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence How bad is selfish routing?
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 01233546-ab1d-437a-bfd3-f0a8a34c2f0d · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Durrett,Probability: Theory and Examples, 5th ed
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ff3643a6-1671-4365-86b1-36159896aff6 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Sentence-bert: Sentence embeddings using siamese bert-networks
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 009e31ce-56e0-41c4-9b1c-b890196aba52 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Agglomerativeclustering
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fcbd7dca-48ea-4f9f-8ff2-721687e6707a · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Measuring massive multitask language understanding
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a5a2025d-2e22-448e-bf6e-93f3252375f8 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Training Verifiers to Solve Math Word Problems
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3bbbf635-6fe9-4afe-9f48-068d3d85325b · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence What disease does this patient have? a large-scale open domain question answering dataset from medical exams
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation db982cf2-c0f1-4fd6-82e9-f6c81c2717c3 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7ce206c2-20dd-484c-a575-07f2982d9088 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence Agieval: A human-centric benchmark for evaluating foundation models
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5e81c0f4-da30-49f9-a008-99a7ca07f411 · outbound
PPAI: Enabling Personalized LLM Agent Interoperability for Collaborative Edge Intelligence More agents is all you need
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
No inbound Pith citation observations are available.