Paper Citation Record · LEDGER

Dynamics of Liquidity Surfaces in Uniswap v3

As of 7 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2509.05013.

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

pith.paper-citation-record.v1
2509.05013 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T05:45:56.613211Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

44 of 44 outbound references displayed

verified exact2
verified fuzzy32
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4f69b15b-5fbc-4d97-bbb4-9783043717ec · outbound

This paper cites Improved price oracles: Constant function market makers.

Dynamics of Liquidity Surfaces in Uniswap v3 Improved price oracles: Constant function market makers

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:04.329357Z

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 3db396b2-6792-4f88-a413-ed1a491f51b0 · outbound

This paper cites Price discovery and efficiency in uniswap liquidity pools.

Dynamics of Liquidity Surfaces in Uniswap v3 Price discovery and efficiency in uniswap liquidity pools

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:04.196034Z

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 377e20d7-734e-4d04-89e1-bad55eceb4e4 · outbound

This paper cites PCA for Implied Volatility Surfaces.

Dynamics of Liquidity Surfaces in Uniswap v3 PCA for Implied Volatility Surfaces

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-05T05:45:57.020639Z

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 651a488c-fa75-4450-a12f-9309a28d7e49 · outbound

This paper cites Uniswap v2 core.

Dynamics of Liquidity Surfaces in Uniswap v3 Uniswap v2 core

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:03.987721Z

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 f1aed4e3-160b-4915-9190-85e116931bf4 · outbound

This paper cites Uniswap v3 core, 2021.

Dynamics of Liquidity Surfaces in Uniswap v3 Uniswap v3 core, 2021

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:03.823752Z

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 9962e9ad-261e-43dd-b809-9ac086bcd8f9 · outbound

This paper cites Trades, Quotes and Prices: Financial Markets Under the Microscope.

Dynamics of Liquidity Surfaces in Uniswap v3 Trades, Quotes and Prices: Financial Markets Under the Microscope

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:03.667967Z

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 9e9128d0-7242-40b7-99aa-b751d31eacb9 · outbound

This paper cites DEX Specs: A Mean Field Approach to DeFi Currency Exchanges.

Dynamics of Liquidity Surfaces in Uniswap v3 DEX Specs: A Mean Field Approach to DeFi Currency Exchanges

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T05:45:53.656515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a15d39a4-6d65-4d14-972b-fea5e2e37f87 · outbound

This paper cites Decentralized finance and automated market making: Predictable loss and optimal liquidity provision.

Dynamics of Liquidity Surfaces in Uniswap v3 Decentralized finance and automated market making: Predictable loss and optimal liquidity provision

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:03.471779Z

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 e71f1507-2520-4a1b-9f37-fbacb09b3386 · outbound

This paper cites an unresolved cited work.

Dynamics of Liquidity Surfaces in Uniswap v3 Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:46:03.344469Z

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 4abe3c84-e2e7-40b5-a1f4-0c5bf90d61cb · outbound

This paper cites Dynamics of implied volatility surfaces.

Dynamics of Liquidity Surfaces in Uniswap v3 Dynamics of implied volatility surfaces

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:03.158410Z

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 5d822358-e3d7-41c5-aa93-115fc19fb59c · outbound

This paper cites The Adoption of Blockchain-based Decentralized Exchanges.

Dynamics of Liquidity Surfaces in Uniswap v3 The Adoption of Blockchain-based Decentralized Exchanges

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T05:45:53.969807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0cac340-cc80-4932-93bf-88068380741b · outbound

This paper cites M \"u ller.

Dynamics of Liquidity Surfaces in Uniswap v3 M \"u ller

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:02.972367Z

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 b46306ac-a3ee-4cb4-81fd-1ae3d5a13c47 · outbound

This paper cites Empirical properties of asset returns: stylized facts and statistical issues.

Dynamics of Liquidity Surfaces in Uniswap v3 Empirical properties of asset returns: stylized facts and statistical issues

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:02.789770Z

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 bf8b7c49-f207-417a-bc06-fcfac71fc5b4 · outbound

This paper cites A stochastic model for order book dynamics.

Dynamics of Liquidity Surfaces in Uniswap v3 A stochastic model for order book dynamics

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:02.608515Z

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 abf3b830-8800-47a3-9ff9-a516e42fcb47 · outbound

This paper cites Diebold and Canlin Li.

Dynamics of Liquidity Surfaces in Uniswap v3 Diebold and Canlin Li

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:02.446285Z

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 795faa48-d8ba-4c08-a341-df1714af4b6a · outbound

This paper cites Diebold, Canlin Li, and Vivian Z.

Dynamics of Liquidity Surfaces in Uniswap v3 Diebold, Canlin Li, and Vivian Z

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:02.262082Z

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 8d8f85ae-3e8c-4410-bdd5-e33be9e1226b · outbound

This paper cites Marmolejo-Coss \' o, Ben Altschuler, He Sun, Xintong Wang, and David Parkes.

Dynamics of Liquidity Surfaces in Uniswap v3 Marmolejo-Coss \' o, Ben Altschuler, He Sun, Xintong Wang, and David Parkes

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:02.108096Z

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 2ce6b14d-09b5-439a-9141-bfeee318f447 · outbound

This paper cites Strategic Liquidity Provision in Uniswap v3.

Dynamics of Liquidity Surfaces in Uniswap v3 Strategic Liquidity Provision in Uniswap v3

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T05:45:54.551138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9db24289-da8e-45cc-9d61-5b372cd7919b · outbound

This paper cites Decentralized finance & blockchain technology.

Dynamics of Liquidity Surfaces in Uniswap v3 Decentralized finance & blockchain technology

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:01.949259Z

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 9229709a-27e7-4a0f-9225-14f019f98133 · outbound

This paper cites Gould, Mason A.

Dynamics of Liquidity Surfaces in Uniswap v3 Gould, Mason A

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:01.735247Z

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 ed4d5419-6629-47bd-b2a2-b41c6cc181a9 · outbound

This paper cites Dynamic functional principal components.

Dynamics of Liquidity Surfaces in Uniswap v3 Dynamic functional principal components

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:01.566884Z

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 f43eab53-9d75-49aa-a0f9-4708d5b42407 · outbound

This paper cites Interest rate forecasting with principal component analysis based on long-run covariance matrix.

Dynamics of Liquidity Surfaces in Uniswap v3 Interest rate forecasting with principal component analysis based on long-run covariance matrix

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:01.372768Z

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 b287c570-a1aa-464a-8692-3702ae72b194 · outbound

This paper cites Simulating and analyzing order book data: The queue-reactive model.

Dynamics of Liquidity Surfaces in Uniswap v3 Simulating and analyzing order book data: The queue-reactive model

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:01.062549Z

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 2f358c2d-aaa9-4650-9fc5-b49fd1c694de · outbound

This paper cites an unresolved cited work.

Dynamics of Liquidity Surfaces in Uniswap v3 Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:46:00.752297Z

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 558a19cb-ec23-4afa-b842-e34fd507943e · outbound

This paper cites an unresolved cited work.

Dynamics of Liquidity Surfaces in Uniswap v3 Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:46:00.430919Z

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 2a243075-319b-4e49-a610-12cc58d4e6fa · outbound

This paper cites Risks and returns of uniswap v3 liquidity providers.

Dynamics of Liquidity Surfaces in Uniswap v3 Risks and returns of uniswap v3 liquidity providers

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:46:00.149135Z

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 430c6f20-0831-45b9-af1c-ea981815ef2b · outbound

This paper cites Arbitrum: Scalable, private smart contracts.

Dynamics of Liquidity Surfaces in Uniswap v3 Arbitrum: Scalable, private smart contracts

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:45:59.867710Z

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 87d4bcaa-21db-4f88-83a2-4bfd3dffa120 · outbound

This paper cites An event study of the ethereum transition to proof-of-stake.

Dynamics of Liquidity Surfaces in Uniswap v3 An event study of the ethereum transition to proof-of-stake

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:45:59.652163Z

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 e6bb74a0-2f2b-4c3f-9f58-3cb6c27e3dd6 · outbound

This paper cites Bayes factors.

Dynamics of Liquidity Surfaces in Uniswap v3 Bayes factors

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:45:59.340253Z

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 bd85a226-e180-46ef-b25b-042a3fde8693 · outbound

This paper cites Impermanent Loss in Uniswap v3.

Dynamics of Liquidity Surfaces in Uniswap v3 Impermanent Loss in Uniswap v3

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T05:45:55.486121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df6d2d4b-e3b6-425f-9e4b-00e65d143d47 · outbound

This paper cites Common factors affecting bond returns.

Dynamics of Liquidity Surfaces in Uniswap v3 Common factors affecting bond returns

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:45:58.974480Z

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 a9380ed8-e1a8-4edb-a92d-ed0bc2743e58 · outbound

This paper cites Defi: Modeling and forecasting trading volume on uniswap v3 liquidity pools.

Dynamics of Liquidity Surfaces in Uniswap v3 Defi: Modeling and forecasting trading volume on uniswap v3 liquidity pools

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:45:58.671887Z

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 201ec2bd-184e-4a9d-9de7-da2b57b60d23 · outbound

This paper cites Clustering uniswap v3 traders from their activity on multiple liquidity pools, via novel graph embeddings.

Dynamics of Liquidity Surfaces in Uniswap v3 Clustering uniswap v3 traders from their activity on multiple liquidity pools, via novel graph embeddings

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:45:58.394388Z

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 0dd222d4-58a4-4c3f-a8f6-4cf22fe1959e · outbound

This paper cites The random matrix theory of the classical compact groups , volume 218.

Dynamics of Liquidity Surfaces in Uniswap v3 The random matrix theory of the classical compact groups , volume 218

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T05:45:55.850878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76d4c73a-505d-4d91-945c-45e1acb1e9f3 · outbound

This paper cites Moallemi, and Tim Roughgarden.

Dynamics of Liquidity Surfaces in Uniswap v3 Moallemi, and Tim Roughgarden

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:45:58.220141Z

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 27664a19-23d4-4e9f-accb-dc722df36594 · outbound

This paper cites Nelson and Andrew F.

Dynamics of Liquidity Surfaces in Uniswap v3 Nelson and Andrew F

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:45:57.994380Z

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 c1e56783-2f66-48f8-99ff-56d5b9d3462f · outbound

This paper cites The use of principal component analysis (pca) in building yield curve scenarios and identifying relative-value trading opportunities on the romanian government bond market.

Dynamics of Liquidity Surfaces in Uniswap v3 The use of principal component analysis (pca) in building yield curve scenarios and identifying relative-value trading opportunities on the romanian government bond market

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:45:57.874135Z

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 191d6e27-6cb0-4994-83a6-ec78a7fdd1b6 · outbound

This paper cites Functional data analysis.

Dynamics of Liquidity Surfaces in Uniswap v3 Functional data analysis

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:45:57.766465Z

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 5e6daf3b-4f8d-4ef7-82ea-2fbf45a7f6fa · outbound

This paper cites On modeling and forecasting time series of smooth curves.

Dynamics of Liquidity Surfaces in Uniswap v3 On modeling and forecasting time series of smooth curves

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:45:57.625263Z

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 8bb116ca-5f12-4d02-8a14-a67335642e35 · outbound

This paper cites bashtage/arch: Release 4.18 (Version v4.18).

Dynamics of Liquidity Surfaces in Uniswap v3 bashtage/arch: Release 4.18 (Version v4.18)

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:45:57.387105Z

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 07a2b113-4557-4efc-8e7a-71c197551e0c · outbound

This paper cites Dynamic factor models.

Dynamics of Liquidity Surfaces in Uniswap v3 Dynamic factor models

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:45:57.210503Z

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 3ec2f4f5-5ebd-41b4-ae8e-49ea3934e909 · outbound

This paper cites A mathematical framework for modelling CLMM dynamics in continuous time.

Dynamics of Liquidity Surfaces in Uniswap v3 A mathematical framework for modelling CLMM dynamics in continuous time

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-08-05T05:45:56.797042Z

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 010e6e78-b641-42fe-ada3-86cd570ce8d7 · outbound

This paper cites Adaptive Liquidity Provision in Uniswap V3 with Deep Reinforcement Learning.

Dynamics of Liquidity Surfaces in Uniswap v3 Adaptive Liquidity Provision in Uniswap V3 with Deep Reinforcement Learning

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T05:45:56.531374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 550befbe-c233-469b-810c-2f1fc9d69155 · outbound

This paper cites What Drives Liquidity on Decentralized Exchanges? Evidence from the Uniswap Protocol.

Dynamics of Liquidity Surfaces in Uniswap v3 What Drives Liquidity on Decentralized Exchanges? Evidence from the Uniswap Protocol

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-05T05:45:56.613211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.