Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T21:57:59.591445Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 2 inbound Pith citation observations for arXiv:2505.18164.
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 2026-08-15T21:57:59.591445Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T21:16:14.906505Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T21:16:15.431897Z
30 of 30 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 95637eb9-92c5-4d3d-bab9-e2531ce3eac7 · outbound
Model-Distributed Inference for Large Language Models at the Edge Language models are unsupervised multitask learners,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f677d7dd-cf37-41b8-90d2-cee6e4d20c7b · outbound
Model-Distributed Inference for Large Language Models at the Edge Language models are few-shot learners,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9126483-bd56-4215-b064-45f795f66e98 · outbound
Model-Distributed Inference for Large Language Models at the Edge Palm: Scaling language modeling with pathways,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 62312ee9-7914-4f91-a4aa-938103d337b9 · outbound
Model-Distributed Inference for Large Language Models at the Edge Edge computing with artificial intelligence: A machine learning perspective,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 628398d8-aa36-40d5-914a-5c042902a590 · outbound
Model-Distributed Inference for Large Language Models at the Edge Deep learning with edge computing: A review,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4944daa-c623-493e-8653-f6ca9c93b565 · outbound
Model-Distributed Inference for Large Language Models at the Edge Megatron-lm: Training multi-billion parameter language models using model parallelism,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e7353d3f-ed2c-4b53-91a0-4a9decf6ce73 · outbound
Model-Distributed Inference for Large Language Models at the Edge Tesseract: Parallelize the tensor parallelism efficiently,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61e18f29-fff9-40e2-b615-4b3415000108 · outbound
Model-Distributed Inference for Large Language Models at the Edge Efficient and robust parallel dnn training through model parallelism on multi-gpu platform,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d89b69c4-595d-42d1-9a10-03446c5873c7 · outbound
Model-Distributed Inference for Large Language Models at the Edge GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 495f69a9-0b90-4244-961e-78685448aac1 · outbound
Model-Distributed Inference for Large Language Models at the Edge Pipeline parallelism for inference on heterogeneous edge computing,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 646ad772-f0d2-41f4-8273-e5ad48b47032 · outbound
Model-Distributed Inference for Large Language Models at the Edge Respipe: Resilient model- distributed dnn training at edge networks,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 49e96633-c261-4468-838e-cdfdace489ee · outbound
Model-Distributed Inference for Large Language Models at the Edge Adaptive and resilient model-distributed inference in edge computing systems,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b72e0b55-87bd-4ba4-8324-db20f1c1d60a · outbound
Model-Distributed Inference for Large Language Models at the Edge Model-distributed inference in multi-source edge networks,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01d6f3d0-6451-421b-b438-94c350ed7985 · outbound
Model-Distributed Inference for Large Language Models at the Edge Early-exit meets model- distributed inference at edge networks,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d0c57d17-cda0-446e-ab07-3b4cbedb9bc2 · outbound
Model-Distributed Inference for Large Language Models at the Edge Priority-Aware Model-Distributed Inference at Edge Networks
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 14195f80-d71e-4424-8732-3eba3a9f4336 · outbound
Model-Distributed Inference for Large Language Models at the Edge Efficiently scaling transformer inference,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5768090c-0044-472a-92ff-75559bcc1522 · outbound
Model-Distributed Inference for Large Language Models at the Edge Gqa: Training generalized multi-query transformer models from multi-head checkpoints,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 12fd596c-2555-4dc8-b749-bd36759556d0 · outbound
Model-Distributed Inference for Large Language Models at the Edge A survey of quantization methods for efficient neural network inference,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e753efd3-1895-40fd-bd45-6de56050f48c · outbound
Model-Distributed Inference for Large Language Models at the Edge Atom: Low-bit quantization for efficient and accurate llm serving,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 66584ea7-29b5-4791-b23f-eb5406095174 · outbound
Model-Distributed Inference for Large Language Models at the Edge Com- pressing llms: The truth is rarely pure and never simple,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 76e974f7-9517-4dde-82cf-cac69f9d99e2 · outbound
Model-Distributed Inference for Large Language Models at the Edge A simple and effective pruning approach for large language models,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dc6b8f19-16fc-4c42-9c22-94d6d900600d · outbound
Model-Distributed Inference for Large Language Models at the Edge Knowledge distillation: A survey,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94f4f844-eae4-4af8-acb1-9b8793d968ff · outbound
Model-Distributed Inference for Large Language Models at the Edge Pipeline Parallelism for Inference on Heterogeneous Edge Computing
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4481ed09-e22b-4071-8b96-cf09fcaa5ae2 · outbound
Model-Distributed Inference for Large Language Models at the Edge Jarvis: Disjoint large language models on radio vlans for intelligent services,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 824619dc-b6ec-415b-9ae0-76294125196d · outbound
Model-Distributed Inference for Large Language Models at the Edge Edgeci: Distributed workload assignment and model partitioning for cnn inference on edge clusters,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a00ff37b-bc4f-4216-83d0-6cb2ca967f7b · outbound
Model-Distributed Inference for Large Language Models at the Edge AI, “Litgpt,” https://github.com/Lightning-AI/litgpt, 2023
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation bfa5025b-4f3b-4df9-963b-48539e8a071e · outbound
Model-Distributed Inference for Large Language Models at the Edge Llama 2: Open foundation and fine-tuned chat models,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d1d2f354-98a1-4397-8959-029bfb0edbc3 · outbound
Model-Distributed Inference for Large Language Models at the Edge Jetson tx2 technical specifications,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1f67f47d-9106-4c7c-9f10-de08eac0335f · outbound
Model-Distributed Inference for Large Language Models at the Edge Tiny shakespeare data set,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 33e59ab2-bef1-4725-98f0-ed11d968fd2e · outbound
Model-Distributed Inference for Large Language Models at the Edge Tinyllama: An open-source small language model,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b35db66-90a4-48d3-ba5b-4a2e966d2243 · inbound
Toward Edge General Intelligence with Multiple-Large Language Model (Multi-LLM): Architecture, Trust, and Orchestration Model-Distributed Inference for Large Language Models at the Edge
Reference 127
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 14eb9ad3-7754-4145-83bc-fda54e6cdfab · inbound
Cost and Accuracy of Long-Term Memory in Distributed Multi-Agent Systems Based on Large Language Models Model-Distributed Inference for Large Language Models at the Edge
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.