Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-15T09:09:15.581891Z
Paper Citation Record · LEDGER
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin
As of 17 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2604.13062.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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
Reference resolution
23 of 23 outbound references displayed
- verified exact0
- verified fuzzy22
- unresolved1
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 40328a50-0998-4389-85ba-f168a6e1ff8b · outbound
This paper cites The GN Model of Non -Linear Propagation in Uncompensated Coherent Optical Systems.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin The GN Model of Non -Linear Propagation in Uncompensated Coherent Optical Systems
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.531486Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4f8f29ae-4dcc-4ab6-914e-ab1af91945ca · outbound
This paper cites Scalable and Disaggregated GGN Approximation Applied to a C+L+S Optical Network.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin Scalable and Disaggregated GGN Approximation Applied to a C+L+S Optical Network
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.482583Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3ea3cd9d-91eb-4062-a35d-e46f1944ec30 · outbound
This paper cites EGN model of non -linear fiber propagation.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin EGN model of non -linear fiber propagation
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.529301Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation dc18318b-2da7-4ca4-821e-1d82908ece5b · outbound
This paper cites The Gaussian Noise Model in the Presence of Inter -Channel Stimulated Raman Scattering.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin The Gaussian Noise Model in the Presence of Inter -Channel Stimulated Raman Scattering
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.535817Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8e1f820e-153a-4394-86e6-a7d02708a6df · outbound
This paper cites A Closed-Form Approximation of the Gaussian Noise Model in the Presence of Inter -Channel Stimulated Raman Scattering.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin A Closed-Form Approximation of the Gaussian Noise Model in the Presence of Inter -Channel Stimulated Raman Scattering
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.538328Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6ae78de6-6094-49e0-b2ef-c8da4289c30a · outbound
This paper cites Experimental Test of a Closed -Form EGN Model Over C+L Bands.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin Experimental Test of a Closed -Form EGN Model Over C+L Bands
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.526888Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d87cc813-94f8-4e1e-804f-834276cd9ce0 · outbound
This paper cites A Closed -Form Expression for the Gaussian Noise Model in the Presence of Inter -Channel Stimulated Raman Scattering Extended for Arbitrary Loss and Fibre Length.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin A Closed -Form Expression for the Gaussian Noise Model in the Presence of Inter -Channel Stimulated Raman Scattering Extended for Arbitrary Loss and Fibre Length
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.487392Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 48739c30-b1d8-48c6-862d-194db761890f · outbound
This paper cites AlarmGPT: an intelligent alarm analyser for optical networks using a generative pre -trained transformer.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin AlarmGPT: an intelligent alarm analyser for optical networks using a generative pre -trained transformer
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.524535Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 61d58079-974a-4308-9802-7680a88564a2 · outbound
This paper cites Large language model-based optical network log analysis using LLaMA2 with instruction tuning.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin Large language model-based optical network log analysis using LLaMA2 with instruction tuning
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.515789Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f436993e-c120-4826-9523-d210a0ee6f1c · outbound
This paper cites GPT-Enabled Digital Twin Assistant for Multi -task Cooperative Management in Autonomous Optical Network.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin GPT-Enabled Digital Twin Assistant for Multi -task Cooperative Management in Autonomous Optical Network
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.489602Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0e9ac5e2-fcb6-431b-b2db-a51072d2b73d · outbound
This paper cites OptiComm-GPT: a GPT-based versatile research assistant for optical fiber communication systems.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin OptiComm-GPT: a GPT-based versatile research assistant for optical fiber communication systems
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.510060Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation df35b86d-d8a8-45e0-bc32-0a3a9f2b10bb · outbound
This paper cites Design and Evaluation of an LLM-Based Agent for QoT Estimation and Performance Optimization in Optical Networks.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin Design and Evaluation of an LLM-Based Agent for QoT Estimation and Performance Optimization in Optical Networks
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.512977Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b3a0f09d-526e-4a3b-9c2c-aa5df4d0a008 · outbound
This paper cites End-to-end transport network digital twins with cloud - native SDN controllers and generative AI.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin End-to-end transport network digital twins with cloud - native SDN controllers and generative AI
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.521422Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a8040ccb-2e15-44a4-b7cd-b083ca93faee · outbound
This paper cites LLM-enabled Full -stack Configuration Automation of SDM Transport Network.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin LLM-enabled Full -stack Configuration Automation of SDM Transport Network
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.485063Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 25e6240c-1e15-4064-b9e1-d571e45f45d2 · outbound
This paper cites Large Language Model -Driven AI Agent in SDN Controller Towards Intent -Based Management of Optical Networks.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin Large Language Model -Driven AI Agent in SDN Controller Towards Intent -Based Management of Optical Networks
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.507267Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f5675c55-05be-498c-bbd3-a623d89bc433 · outbound
This paper cites Synergistic Interplay of Large Language Model and Digital Twin for Autonomous Optical Networks: Field Demonstrations.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin Synergistic Interplay of Large Language Model and Digital Twin for Autonomous Optical Networks: Field Demonstrations
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.494951Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a4bfcfde-0a17-47ed-837b-860c0cf919f3 · outbound
This paper cites Experimental demonstration of local AI-Agents for lifecycle management and control automation of optical networks.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin Experimental demonstration of local AI-Agents for lifecycle management and control automation of optical networks
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.502209Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0dfb2f93-3aa2-450b-bfc6-d67d2b364e54 · outbound
This paper cites Generative AI -Driven Hierarchical Multi -Agent Framework for Zero -Touch Optical Networks.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin Generative AI -Driven Hierarchical Multi -Agent Framework for Zero -Touch Optical Networks
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.492202Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2529d965-2f23-44e7-a02c-e273a572004f · outbound
This paper cites Autonomous chemical research with large language models.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin Autonomous chemical research with large language models
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.497450Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 497446c5-8878-4232-bed5-be88f8fa188a · outbound
This paper cites Artificial intelligence in drug development.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin Artificial intelligence in drug development
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.499757Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 03529479-4e13-4ef9-a5d8-f26405e34c92 · outbound
This paper cites an unresolved cited work.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T09:09:53.518606Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 549a8764-08bf-4e2c-9ce6-13be2f4d8151 · outbound
This paper cites Implementation of the ISRS GN model.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin Implementation of the ISRS GN model
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.533380Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6f4a8c1e-e911-4ff5-9ff1-e746c92a37ab · outbound
This paper cites Efficient Three-Step Amplifier Configuration Algorithm for Dynamic C+L -Band Links in Presence of Stimulated Raman Scattering.
Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin Efficient Three-Step Amplifier Configuration Algorithm for Dynamic C+L -Band Links in Presence of Stimulated Raman Scattering
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T09:09:53.504837Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Pith citing papers
No inbound Pith citation observations are available.