Paper Citation Record · LEDGER

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning

As of 14 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 1 inbound Pith citation observation for arXiv:2507.17003.

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

pith.paper-citation-record.v1
2507.17003 v2

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:05:34.131773Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:56:30.384429Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-06T11:56:30.555492Z

Reference resolution

30 of 30 outbound references displayed

verified exact2
verified fuzzy23
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cc54b8d2-84b5-46dc-847b-de36c1d79284 · outbound

This paper cites Extraction and Use of Neural Network Models in Automated Synthesis of Operational Amplifiers,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Extraction and Use of Neural Network Models in Automated Synthesis of Operational Amplifiers,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.286678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ba567937-31eb-4245-b51c-412b10dc50d7 · outbound

This paper cites Batch Bayesian Optimization via Multi-objective Acquisition Ensemble for Automated Analog Circuit Design,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Batch Bayesian Optimization via Multi-objective Acquisition Ensemble for Automated Analog Circuit Design,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.277508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0a40d813-c042-42c3-99c1-ed29f699ca0c · outbound

This paper cites Automated Design of Complex Analog Circuits with Multiagent Based Reinforcement Learning,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Automated Design of Complex Analog Circuits with Multiagent Based Reinforcement Learning,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.268309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 43a8c268-81ea-4f23-925b-fdd182750700 · outbound

This paper cites EVDMARL: Efficient Value Decomposition-Based Multi-Agent Reinforcement Learning with Domain-Randomization for Complex Analog Circuit Design Migration,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning EVDMARL: Efficient Value Decomposition-Based Multi-Agent Reinforcement Learning with Domain-Randomization for Complex Analog Circuit Design Migration,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.258598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8d8473e5-38ee-4eff-933c-f9bfe23ea0bc · outbound

This paper cites Parasitic-Aware Analog Circuit Sizing with Graph Neural Networks and Bayesian Optimization,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Parasitic-Aware Analog Circuit Sizing with Graph Neural Networks and Bayesian Optimization,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.249666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 52e0b1cb-42cb-4a6f-a214-c90e31f94f4e · outbound

This paper cites CRONuS: Circuit Rapid Optimization with Neural Simulator,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning CRONuS: Circuit Rapid Optimization with Neural Simulator,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.240876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d711ca1b-11de-4909-973f-f04029cc6a05 · outbound

This paper cites PVTSizing: A TuRBO-RL-Based Batch-Sampling Optimization Framework for PVT- Robust Analog Circuit Synthesis,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning PVTSizing: A TuRBO-RL-Based Batch-Sampling Optimization Framework for PVT- Robust Analog Circuit Synthesis,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.230683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6731255f-b399-402f-bc7b-aa5d14ec4b58 · outbound

This paper cites Trust-Region Method with Deep Reinforcement Learning in Analog Design Space Exploration,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Trust-Region Method with Deep Reinforcement Learning in Analog Design Space Exploration,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.220161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f07ddc76-5719-4670-a37c-0c6a3a2245fa · outbound

This paper cites RobustAnalog: Fast Variation-Aware Analog Circuit Design Via Multi-task RL.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning RobustAnalog: Fast Variation-Aware Analog Circuit Design Via Multi-task RL

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:05:34.684309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation eadbc186-2d94-4fb9-af1e-92cc5574251b · outbound

This paper cites RoSE-Opt: Robust and Efficient Analog Circuit Parameter Optimization with Knowledge-infused Reinforcement Learning.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning RoSE-Opt: Robust and Efficient Analog Circuit Parameter Optimization with Knowledge-infused Reinforcement Learning

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:05:34.413680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 392ea0c0-f6fd-45db-b071-4834483623cd · outbound

This paper cites GCN-RL Circuit Designer: Transferable Transistor Sizing with Graph Neural Networks and Reinforcement Learning,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning GCN-RL Circuit Designer: Transferable Transistor Sizing with Graph Neural Networks and Reinforcement Learning,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.209245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1833999e-0d77-4f75-8205-83c3df68e5a0 · outbound

This paper cites DNN-Opt: An RL Inspired Optimization for Analog Circuit Sizing Using Deep Neural Networks,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning DNN-Opt: An RL Inspired Optimization for Analog Circuit Sizing Using Deep Neural Networks,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.197810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cf495327-d18f-4811-bbda-7927c6cdaeae · outbound

This paper cites Reinforcement Learning-based Analog Circuit Optimizer Using gm/ID for Sizing,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Reinforcement Learning-based Analog Circuit Optimizer Using gm/ID for Sizing,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.186880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f91dd5a7-9165-4d25-a7e1-40b7f47a0440 · outbound

This paper cites Automated Design of Analog Circuits Using Reinforcement Learning,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Automated Design of Analog Circuits Using Reinforcement Learning,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.177279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c01be7ac-62c4-40ce-bbb3-0f88b87de111 · outbound

This paper cites Proximal Policy Optimization Algorithms.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Proximal Policy Optimization Algorithms

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T15:05:32.561589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28d0aa32-cb73-4d1e-a43a-2087f1e409e0 · outbound

This paper cites Process Variations and Their Impact on Circuit Operation,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Process Variations and Their Impact on Circuit Operation,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.168174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8ac482a2-c8b3-4cbc-916f-8a65a0133232 · outbound

This paper cites A Sub- threshold Low-Power CMOS LC-VCO with High Immunity to PVT Variations,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning A Sub- threshold Low-Power CMOS LC-VCO with High Immunity to PVT Variations,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.158596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 57fae764-372d-431e-b486-8feedcdcdc1f · outbound

This paper cites Universal Value Function Approximators,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Universal Value Function Approximators,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.147621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2256c3d2-4c6e-4b6a-bef9-9af27268ff2d · outbound

This paper cites Hindsight Experience Replay,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Hindsight Experience Replay,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.137558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 01244e8a-fffb-443d-bef1-a62f718180e9 · outbound

This paper cites AutoCkt: Deep Reinforcement Learning of Analog Circuit Designs,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning AutoCkt: Deep Reinforcement Learning of Analog Circuit Designs,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:36.125851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4307a28e-5a5d-47f2-9233-d9f6ced25bab · outbound

This paper cites Curriculum learning,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Curriculum learning,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:35.936846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6c7db3b6-9d43-4f17-98cc-165902b2cd93 · outbound

This paper cites Automatic curriculum learning through value disagreement,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Automatic curriculum learning through value disagreement,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:35.612279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 579bcb68-ac46-453d-9782-95cfa938ac01 · outbound

This paper cites Quasimetric Value Functions with Dense Rewards.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Quasimetric Value Functions with Dense Rewards

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T15:05:33.394525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4f156d3-6bdf-49fe-998b-b37e928ab5fa · outbound

This paper cites Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:35.436584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 81c2d15b-58df-49b3-bad5-d4c662db0d77 · outbound

This paper cites Continuous control with deep reinforcement learning.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Continuous control with deep reinforcement learning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T15:05:33.621454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5414108-5a10-4e2b-b6d3-26099fe569ce · outbound

This paper cites CROP: Conservative Reward for Model-based Offline Policy Optimization.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning CROP: Conservative Reward for Model-based Offline Policy Optimization

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T15:05:33.707453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33e625ea-0526-43ec-8458-fbcb5767b8c6 · outbound

This paper cites AnalogGym: An Open and Practical Testing Suite for Analog Circuit Synthesis.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning AnalogGym: An Open and Practical Testing Suite for Analog Circuit Synthesis

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T15:05:33.794320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6074d726-1a0e-423f-ad35-bf9c6155ebcb · outbound

This paper cites A Cascode Miller-Compensated Three-Stage Amplifier With Local Impedance Attenuation for Optimized Complex- Pole Control,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning A Cascode Miller-Compensated Three-Stage Amplifier With Local Impedance Attenuation for Optimized Complex- Pole Control,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:35.268816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2c0face3-779d-4e6e-af3c-cb835cb804aa · outbound

This paper cites Design and Optimization of Low-Dropout V oltage Regulator Using Relational Graph Neural Network and Rein- forcement Learning in Open-Source SKY130 Process,.

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning Design and Optimization of Low-Dropout V oltage Regulator Using Relational Graph Neural Network and Rein- forcement Learning in Open-Source SKY130 Process,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:35.083311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7f577d6e-24c9-4888-9fe5-64ffabc75693 · outbound

This paper cites [Online].

PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning [Online]

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:05:34.893884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

Observation 7cbdf200-d105-4a6f-b3b6-f489c743e258 · inbound

ORACLE: A Multi-Objective Reinforcement Learning-Based Analog Circuit Design Optimizer with Large Language Models-Guided Exploration cites this paper.

ORACLE: A Multi-Objective Reinforcement Learning-Based Analog Circuit Design Optimizer with Large Language Models-Guided Exploration PPAAS: PVT and Pareto Aware Analog Sizing via Goal-conditioned Reinforcement Learning

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-06T11:56:30.562714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.