Paper Citation Record · LEDGER

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks

As of 9 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2607.18244.

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

pith.paper-citation-record.v1
2607.18244 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T15:18:55.255400Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

26 of 26 outbound references displayed

verified exact0
verified fuzzy0
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6062136a-7d93-4746-a91c-e88b669b4fbe · outbound

This paper cites Language models are few-shot learners,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Language models are few-shot learners,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:53.411365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a6d267c-c00c-4f22-bcba-ac67d79c5283 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Chain-of-thought prompting elicits reasoning in large language models,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:53.515726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23c3fa07-d192-4da0-af21-2655b9ed31c0 · outbound

This paper cites Retrieval- augmented generation for knowledge-intensive NLP tasks,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Retrieval- augmented generation for knowledge-intensive NLP tasks,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:53.577593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31a32cf9-2b6e-4fed-80bd-f49e5b2b30bd · outbound

This paper cites Toolformer: Language models can teach themselves to use tools,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Toolformer: Language models can teach themselves to use tools,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:53.676467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 608ac105-772c-4a1a-8692-f9b44846a7b9 · outbound

This paper cites Mobile edge intelligence for large language models: A contemporary survey,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Mobile edge intelligence for large language models: A contemporary survey,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:53.776418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e95628d1-4b88-41e7-b0ee-7ec91796a653 · outbound

This paper cites Federated edge learning with misaligned over-the-air computation,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Federated edge learning with misaligned over-the-air computation,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:53.875667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cfd08e7-ee02-466c-ad3e-d33eea8d1769 · outbound

This paper cites Knowledge-augmented reasoning distillation for small language models in knowledge-intensive tasks,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Knowledge-augmented reasoning distillation for small language models in knowledge-intensive tasks,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:53.972725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f1467f4-54d9-4b4d-8fdf-50eba45905be · outbound

This paper cites DDK: Distilling domain knowledge for efficient large language models,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks DDK: Distilling domain knowledge for efficient large language models,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:54.106911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc4c31d1-05fe-46c7-b83e-a736aea93316 · outbound

This paper cites Jiuzhang3.0: Efficiently improving mathe- matical reasoning by training small data synthesis models,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Jiuzhang3.0: Efficiently improving mathe- matical reasoning by training small data synthesis models,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:54.205472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24decd7c-5953-4781-aa3b-ea453fa1b6c2 · outbound

This paper cites Demystifying small language models for edge deployment,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Demystifying small language models for edge deployment,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:54.276661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2956c19-7806-43b2-8b5b-d3e7558389fc · outbound

This paper cites RouteLLM: Learning to route LLMs from pref- erence data,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks RouteLLM: Learning to route LLMs from pref- erence data,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:54.349619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec1dc573-8363-49fb-89f2-9a8e7fb9aa05 · outbound

This paper cites FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:54.422083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e997468-e872-456a-9728-3049e8a787aa · outbound

This paper cites Hybrid SLM and LLM for edge-cloud collaborative inference,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Hybrid SLM and LLM for edge-cloud collaborative inference,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:54.492845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40c87724-d886-4d27-abb4-f70621715458 · outbound

This paper cites Uncertainty-aware hybrid inference with on-device small and remote large language models,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Uncertainty-aware hybrid inference with on-device small and remote large language models,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:54.546029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28555106-1416-4f58-b7f3-19a2b0208d0c · outbound

This paper cites CITER: Collaborative Inference for Efficient Large Language Model Decoding with Token-Level Routing.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks CITER: Collaborative Inference for Efficient Large Language Model Decoding with Token-Level Routing

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:54.607262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 983a0545-2bfc-4495-9f1f-8abc91170892 · outbound

This paper cites Reward-guided speculative decoding for efficient LLM reasoning,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Reward-guided speculative decoding for efficient LLM reasoning,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:54.676953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92c081ea-80f4-4613-aebd-e5437bd77295 · outbound

This paper cites Large-Small Model Collaboration for Enhancing Edge-Deployed Small Models.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Large-Small Model Collaboration for Enhancing Edge-Deployed Small Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:54.725894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a775e885-8379-46ab-b32c-fec31f705f64 · outbound

This paper cites LLMind: Or- chestrating AI and IoT with LLM for complex task execution,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks LLMind: Or- chestrating AI and IoT with LLM for complex task execution,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:54.769043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06f30eeb-0850-4efe-9284-d4738d474640 · outbound

This paper cites Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:54.854103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23951e18-1efa-4297-81f2-451b8e092725 · outbound

This paper cites Multi-agent actor-critic for mixed cooperative-competitive environ- ments,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Multi-agent actor-critic for mixed cooperative-competitive environ- ments,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:54.925408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f18bab13-7cbf-4c57-aa43-d6e4b7b3bd79 · outbound

This paper cites Multiagent cooperation and competition with deep reinforcement learning,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Multiagent cooperation and competition with deep reinforcement learning,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:54.975745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4765349c-c8b3-4fc3-8614-05c4d934b123 · outbound

This paper cites A theory of semantic communication,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks A theory of semantic communication,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:55.024162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f0136b4-0226-42dc-ba88-fd25d2051414 · outbound

This paper cites Scaling Large Language Model-based Multi-Agent Collaboration.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Scaling Large Language Model-based Multi-Agent Collaboration

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:55.095252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd22954b-3432-4df0-9099-e3718e0c63c6 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Proximal Policy Optimization Algorithms

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:55.142056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17282235-cc52-4696-ad24-cf9188a8c7fe · outbound

This paper cites Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:55.199751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 369826f6-6f8d-43f4-938d-ada61f276ff6 · outbound

This paper cites Skywork-o1 open series,.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Skywork-o1 open series,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T15:18:55.255400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.