Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T10:19:28.762673Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2608.13472.
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 2026-08-14T10:19:28.762673Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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
34 of 34 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c43e5269-bb1b-4504-a711-a8ccb559997e · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models Applications of Artificial Intelligence on the Modeling and Optimization for Analog and Mixed-Signal Circuits: A Review,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation baf6b6f0-2b17-4d79-a730-bef8bfdaaef2 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models ParaGraph: Layout Parasitics and Device Parameter Prediction using Graph Neural Net- works,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d9e77e6e-0398-446e-98ad-22fcbc0fc586 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models AutoCkt: Deep Reinforcement Learning of Analog Circuit Designs,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5f313593-b236-4d71-a091-e065ae9a6974 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models ORACLE: A Multi-Objective Reinforcement Learning-Based Analog Circuit Design Optimizer with Large Language Models-Guided Exploration
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0a8b4105-20d2-48bf-a784-c4d0e6247203 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models FASCINET: A Fully Automated Single-Board Computer Generator Using Neural Networks,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2c2740f2-41b1-4899-a438-a74a85115bb2 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models An Efficient Bayesian Optimization Approach for Automated Optimization of Analog Circuits,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 753d3992-9107-4a68-87f5-dc6d296ec68d · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models AnGeL: Fully- Automated Analog Circuit Generator Using a Neural Network Assisted Semi-Supervised Learning Approach,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acbfee2b-5747-42fb-bb96-91a4d1fe70f9 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models MuaLLM: A Multimodal Large Language Model Agent for Circuit Design Assistance with Hybrid Contextual Retrieval- Augmented Generation,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3747463f-3fb4-4a22-9d9e-e30ba3d1a12c · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models SINA: A Circuit Schematic Image-to-Netlist Generator Using Artificial Intelligence,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d81f9c6b-2580-4163-9684-351ff4dc29b3 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d3df2160-6f55-4816-99b0-95d8c483267f · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation cfa53172-3ec7-44c4-8efe-ec300d07cac7 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models Attention is All you Need,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0b7b85f7-806b-4e39-9c3c-4eccac295f0c · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models Dataset Construction for Training LLM to Learn Analog Circuit Knowledge
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 27809fbc-2b91-4f5d-b08f-2cbf285850bf · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models LaMAGIC: Language-Model-based Topology Generation for Analog Integrated Circuits
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d40b097-da51-43e7-bab7-1ffb22066de4 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models AMSnet-KG: A Netlist Dataset for LLM-based AMS Circuit Auto-design Using Knowledge Graph RAG,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f5158084-8ae3-4a09-996b-0344d05d4453 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models AmpAgent: An LLM-based Multi-Agent System for Multi-stage Amplifier Schematic Design from Literature for Process and Performance Porting
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5032312-274b-43a3-9f88-3f1782d98094 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models AnalogCoder: Analog Circuit Design via Training-Free Code Generation,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ea56c73-7bc9-4d0d-a4ee-c47926f23e68 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models AnalogGenie: A Generative Engine for Automatic Discovery of Analog Circuit Topologies
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 224a05a4-a9ce-48b9-91a6-33e48de94e8f · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models AnalogXpert: Automating Analog Topology Synthesis by Incorporating Circuit Design Expertise into Large Language Models,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7b0fe81e-6dfb-4afb-bc9c-8812dc9410b3 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models AUTOCIRCUIT-RL: Reinforcement Learning-Driven LLM for Automated Circuit Topology Generation
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation add0aefb-eeb9-4cdc-9bbc-7a1a8f691380 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models AnaFlow: Agentic LLM- based Workflow for Reasoning-Driven Explainable and Sample-Efficient Analog Circuit Sizing,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation fc30cbc5-3c6e-428b-ac4f-2127a447f9a1 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models AutoSizer: Automatic Sizing of Analog and Mixed-Signal Circuits via Large Language Model (LLM) Agents
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35030022-c340-4bb2-8722-ffffef28c19a · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models EasySize: Elastic Analog Circuit Sizing via LLM-Guided Heuristic Search
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4caa1403-c63a-424a-9216-5c9429c583f9 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models LEDRO: LLM-Enhanced Design Space Reduction and Optimization for Analog Circuits,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3a80acf8-7fe2-4bf4-a2ef-5db798dd6b7a · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models Accelerating OTA Circuit Design: Transistor Sizing Based on a Transformer Model and Precomputed Lookup Tables,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 323f1354-8be1-4750-9855-a1b6067d9a21 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models AnalogCoder-Pro: Unifying Analog Circuit Generation and Optimization via Multi-modal LLMs,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 10a53b0a-051c-42c9-8154-19ee0c2a3c44 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models Artisan: Automated Operational Amplifier Design via Domain-specific Large Language Model,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1476973a-6be1-4285-ae65-77e94ee425bb · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models Atelier: An Automated Analog Circuit Design Framework via Multiple Large Language Model-Based Agents,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00a7ff23-e14d-441c-9814-1d52e2e161e8 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models LADAC: Large Language Model- driven Auto-Designer for Analog Circuits,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 74f26fca-a46a-4b9f-93c1-0745e028b1cc · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models MenTeR: A fully-automated Multi-agenT workflow for end-to-end RF/Analog Circuits Netlist Design,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e73b1f2a-3999-4f21-ab8f-d9be802e216d · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models CktGNN: Circuit Graph Neural Network for Electronic Design Automation
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5644706-e349-417c-a123-d48898c39bc8 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models Transformers: State-of-the-Art Natural Language Pro- cessing,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 714ffaf5-ae73-4a24-b4cd-9d683ed9f70e · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models Robertson and H
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5782bd79-9fce-4024-bb4a-21d8099ff566 · outbound
AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models SkyWater Open Source PDK 130nm Process Design Kit,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
No inbound Pith citation observations are available.