Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T07:40:29.690812Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2608.02424.
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 2026-08-04T07:40:29.690812Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1de98077-7583-4639-99db-0132901f3604 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Does Algorithmic Trading Improve Liquidity?
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da1dc858-a677-4a13-b705-4595e356ee68 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books High Frequency Trading,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbdfa681-e468-4cfe-9b0f-70156db6b631 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books High-Frequency Trading and Market Performance,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a4c4363-04fb-4b36-b372-86ef8aec1c71 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Machine Learning for Market Mi- crostructure and High Frequency Trading,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6359c889-45e1-4618-bb1f-ca7220f97fac · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Automated Trading Systems Statistical and Machine Learning Methods and Hardware Implementation: A Survey,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 555c7099-85cb-489d-9ea7-75f58a00b3ab · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books One Day, the Stock Market Could Eat the Power Grid,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0fa10eb6-adc2-441a-acdb-b9d1a2435ce4 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books The Case for In-network Computing on Demand,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66efb4a6-bcf7-4cc3-8cd7-1ead0fc44d04 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Can the Network be the AI Accelerator?
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d421b9c7-8603-46af-a029-56b15514061f · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Do Switches Dream of Machine Learning? Toward In-Network Classification,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c81a49f-dd2b-4dc9-924f-a7c185fce8d4 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Modelling High-Frequency Limit Order Book Dynamics with Support Vector Machines,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebd6de72-0f76-465c-b657-9a70f23b9d2f · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Benchmark Dataset for Mid Price Forecasting of Limit Order Book Data with Machine Learning Methods,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e31b3332-ff1f-472b-874f-8eb0f2de8d00 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books DeepLOB: Deep Convolutional Neural Networks for Limit Order Books,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8464d225-b85e-4566-b70d-7007e3ce588d · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Using Deep Learning for Price Prediction by Ex- ploiting Stationary Limit Order Book Features,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d658ad4-6b8a-4235-a01f-b3d7246d6d24 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Who Benefits from an Open Limit-Order Book?
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f204feb-91f7-45a3-bf6a-3dfe6ca85cd5 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f724a931-32e0-4663-b3a9-76d2ff14d25f · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books The Reference P4 Software Switch,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 739085cf-c363-460c-9ed3-2cd13c2c07a3 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Time Series Forecasting for Nonlinear and Non- stationary Processes: A Review and Comparative Study,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60284a9b-e765-48c9-95a0-f024170ca9a2 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books A Survey on Machine Learning for Stock Price Prediction: Algorithms and Techniques,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50dcb27e-9fd2-4cfe-8cc5-f41c2ac55dee · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Evaluating Multiple Classifiers for Stock Price Direction Prediction,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37e3d241-c2a3-47df-b317-33219377c645 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Predicting Stock and Stock Price Index Movement Using Trend Deterministic Data Preparation and Machine Learning Techniques,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 211791b2-caa0-40c0-90ab-0c27c2caa521 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Predicting the Direction of Stock Market Prices Using Tree-based Classifiers,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 536a6f95-2d85-41b9-8696-5b43d0b0a7a0 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Risk and Return in High-Frequency Trading,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67f923aa-e373-4123-89dd-c2681be6aa8b · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Accelerating Recurrent Neural Networks in Ana- lytics Servers: Comparison of FPGA, CPU, GPU, and ASIC,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 686af9c6-f1f4-410c-96b6-d1ca71e507c3 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books FPGA Accelerated Low- Latency Market Data Feed Processing,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 141092ca-fd1d-4137-9f45-a7bd1ce0d7e0 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books A Scalable Architecture for Low-Latency Market-Data Processing on FPGA,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f73f6c8-c653-4c99-8be2-dca735d2afb8 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Streaming, Low-latency Communication in On-line Trading Systems,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation caab62f9-6705-4c36-9b37-69dcbade176b · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Announcing DPU-based Ac- celeration for NSX,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17688b7a-a8d3-47e3-9ad2-b1772c1141d8 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books AMD Announces New Alveo X3 Se- ries for Electronic Trading,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc4fc8ae-9727-4490-9bda-346b7a667325 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books A Low-Latency Library in FPGA Hardware for High-Frequency Trading (HFT),
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce561505-092d-4662-a900-acfccef75689 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books SDN Security: A Survey,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8045aae5-98e7-4a3b-8d23-db0b53ab6bea · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books P4: Programming Protocol-Independent Packet Processors,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96b25dc4-3900-4961-a35a-9d131bc794cc · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books McKeown,PISA: Protocol Independent Switch Architecture, 2015, P4 Workshop
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef63a439-94e5-4218-aa3d-730261555fab · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books P4Pi: P4 on Raspberry Pi for Networking Education,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8837ec4-e588-4d87-99a6-8a5d6a052a64 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books The P4→NetFPGA Workflow for Line-Rate Packet Processing,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a87b73a-5a3d-4b71-a78f-b9706394dc6a · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books NetCache: Balancing Key-Value Stores with Fast In- Network Caching,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e37fda8-2490-4f8d-808f-fd9a1decbe11 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books P4xos: Consensus as a Network Service,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0cb8ac89-91e4-4f34-818f-474059088715 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Scaling Distributed Machine Learning with In-Network Aggregation
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d827c1d-49f7-4943-90f8-e14dd02d0672 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books ATP: In-network Aggregation for Multi-tenant Learning,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb3bc7de-c61e-48a9-950d-28bbcc4b3676 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Planter: Rapid Prototyping of In-Network Machine Learning Inference,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3532c501-f69a-457d-9bb8-be1f7c0ec38f · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books SwitchTree: In-network Computing and Traffic Analyses with Random Forests,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5cfc758c-2c0f-4550-8c35-c3e87bd654bc · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Toward continuous threat defense: In-network traffic analysis for iot gateways,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4a0b142-355b-4ba6-98cd-e92e6df326c0 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Automating In-Network Machine Learning
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3fc3bee1-5618-4e46-aaa7-67ee878916be · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Machine Learning for Microstructure Data-Driven Execution Algorithms,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66070cb2-cf23-4462-84b6-9003cc3b2722 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Deep Learning for Market by Order Data,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7cb8416b-1b38-45c1-b3e4-093837ddb1b8 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Limit Order Books,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c12d6807-3995-46bd-a08f-c3ab055b4ee3 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Limit Order Markets: A Survey,
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd51ecdd-67af-496d-80d2-6810825878fa · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books IIsy: Hybrid In-Network Classification Using Pro- grammable Switches,
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3db57ea6-bc7b-4677-9f29-8442ac81bf78 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Compiling P4 to eBPF,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f44260ef-ed33-448d-9126-ec489844dda6 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books BF6064X-T Advanced Programmable Switch,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 091f2d92-72bf-4be6-b96c-ca2bed49c05c · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books A Survey on Data Plane Programming with P4: Fundamentals, Advances, and Applied Research,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f39590ed-f1bf-4010-bd3a-5003d166b3fe · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Nasdaq ITCH Data Source,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c847f39-3011-415e-ab24-233e62e48ec0 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Nasdaq TotalView-ITCH 5.0,
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 020febfd-2915-4986-85f0-1091235098a1 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books martinobdl/ITCH: ITCH50Converter,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffca1dbd-e52b-43cf-84c7-27f6796b89e4 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Scikit-learn: Machine Learning in Python,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f71c47d-b995-4459-98b3-972f1b96b315 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books SMOTE: Synthetic Minority Over-sampling Technique,
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78f91e11-c1a5-4a7d-95fb-6145bdb79e7f · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Latency and Liquidity Provision in a Limit Order Book,
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9591d68b-951d-4c41-a79e-4c076dc98908 · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books DINC: Toward Distributed In-Network Computing,
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e91439d9-86aa-4d61-b4c9-d72c923b378a · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books JAX-LOB: A GPU-Accelerated Limit Order Book Simulator to Unlock Large Scale Reinforcement Learning for Trading,
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6df42d4c-97fb-4e82-817b-1df55381cb2b · outbound
In-Network Market Prediction Using Machine Learning and Limit Order Books Available: https://zenodo.org/record/5209267
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.