Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:49:56.669137Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2508.13162.
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 2026-08-06T14:49:56.669137Z
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
44 of 44 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 810e6ad5-a79f-4964-893f-efcad373e711 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Artificial intelligence (ai) hardware market to exceed usd 84.9 billion by 2031: Skyquest technology,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2baa0c65-5e00-4b9b-8be6-10cff7f3c759 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design A survey on collaborative dnn inference for edge intelligence,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 44a605b3-dba0-4b94-b0d1-e539f4e7b84b · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Gemmini: Enabling systematic deep-learning architec- ture evaluation via full-stack integration,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 415193a2-3c56-4852-b14d-323c3c8497a4 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Verigen: A large language model for verilog code generation,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8211d1d9-4e8c-4c3e-9500-7ab9354835d8 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Chateda: A large language model powered autonomous agent for eda,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b25cf2fb-743e-4af0-9afd-a81a1489158a · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Chipgpt: How far are we from natural language hardware design,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed0691f0-4c50-4e50-84f9-d6651403214d · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design AutoChip: Automating HDL Generation Using LLM Feedback
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7006730b-fcad-4f88-bcbf-de946724a6a6 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Gpt4aigchip: Towards next-generation ai accelerator design automation via large language models,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00e805d7-8f4d-4890-9a07-01d21231d523 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Sa-ds: A dataset for large language model- driven ai accelerator design generation,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 75d922fa-794b-48a3-9ab9-1b0293f89a12 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Gpt-4o: Openai’s advanced generative language model,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d1654159-1daa-4928-a75c-490f8d2dc437 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Claude 3.5 sonnet: Anthropic’s advanced language model,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c23053e0-607f-479d-ad45-c494a75a74b9 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design On the Opportunities and Risks of Foundation Models
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 189081b5-576b-49bb-8818-901e7df32c96 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design LLM-Aided Efficient Hardware Design Automation
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32782312-4ab5-4a82-96d7-0490272870a1 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design The Dawn of AI-Native EDA: Opportunities and Challenges of Large Circuit Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e9e0d33-4983-4fc3-87d1-e626cb2c7e15 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Cybercriminals who breached nvidia issue one of the most unusual demands ever,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 078d35ab-dded-4138-88b7-88cfd236ea79 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Fast and accurate ppa modeling with transfer learning,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3aa9a20e-4b58-490d-ac8a-b6b69b037724 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Federated machine learning: Concept and applications,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e492b9bb-8e4f-4bcf-8bd5-5998d58864b6 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Towards Federated Learning at Scale: System Design
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ceb3df3d-f574-40d5-9422-7632fd43f1dc · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Communication-efficient learning of deep networks from decentralized data,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37add713-bd64-480a-ac98-ad05fa1a5df1 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Federated Fine-tuning of Large Language Models under Heterogeneous Tasks and Client Resources
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae620291-51c9-4fc7-a9c0-512b9701e47c · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Federatedscope-llm: A comprehensive package for fine-tuning large language models in federated learning,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f1633f46-e75f-4c18-b791-431c3d32dcaa · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Federated LoRA with Sparse Communication
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87cb526e-9d16-4257-97e7-224704e1575f · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Learned Hardware/Software Co-Design of Neural Accelerators
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4416e9c6-7f19-4c47-a553-1d75d4f02152 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Why Can GPT Learn In-Context? Language Models Implicitly Perform Gradient Descent as Meta-Optimizers
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a87335e-481b-459c-841b-db94903296eb · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Language Models are Few-Shot Learners
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation abdee3c4-3b95-4761-9d38-653af9527ad6 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1713e9da-0cde-4282-af5b-5013a4ae86d4 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa060d0d-77f3-41ca-88e1-9aa76edda469 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Qlora: Efficient finetuning of quantized llms,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1480d08-4cbc-4591-a4d2-e24406f002e9 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design OPT: Open Pre-trained Transformer Language Models
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c8d3ed1-e494-4a52-b3ec-436fa3aa9f6b · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Motivation for and evaluation of the first tensor processing unit,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6bf3cb58-74ba-415a-be74-f6d91caabeff · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Aptpu: Approximate computing based tensor processing unit,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a18ef02b-31a3-4617-8e40-abc93ab1cdd7 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design [Online]
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 42a8be15-3e7f-4f18-8879-5be522c85e08 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Least squares quantization in pcm,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18463582-e969-4e39-9ec8-9724786f2452 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Estimating a dirichlet distribution,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c363f89-b13c-491d-a897-5b4181faecb2 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design On information and sufficiency,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83b74d67-fa0c-43e2-aeb6-a5677e4f5c90 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design The three sigma rule,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0eb8d7b-9668-41ee-84cb-05f86450ea99 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design OpenFedLLM: Training Large Language Models on Decentralized Private Data via Federated Learning
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d3b5445-5b0f-4c15-996f-df9fc8e891be · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Lora: Low-rank adaptation of large language models,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c051ba0-70db-423a-8321-3dc27b748a65 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Decoupled weight decay regularization,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 824d7445-16d9-498c-8f70-92a98065b2ea · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Stanford alpaca: An instruction-following llama model,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 48ef78b4-b8e7-4002-8d45-0254ff5923f1 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Gpt-o1: Specialized generative pre-trained transformer for do- main applications,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2cdedbc0-cdc5-4489-83d6-0c1849dc623e · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Gemini advanced: High-performance large language model,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 742e0e60-3d42-42a2-b10e-e1ddfbcb2e43 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design Decoupled Weight Decay Regularization
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f15fde8-0d39-4f9b-b2f0-50daca48a203 · outbound
FedChip: Federated LLM for Artificial Intelligence Accelerator Chip Design LoRA: Low-Rank Adaptation of Large Language Models
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.