Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T22:44:19.332387Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2505.06608.
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 2026-08-15T22:44:19.332387Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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
48 of 48 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a359e453-e1c3-4a11-b621-56f7ec9587b0 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations GPT-4 Technical Report
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 640cd2d8-f638-46e7-8114-a547a6ae0c37 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations OptiMUS: Optimization Modeling Using MIP Solvers and large language models
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 396d2a60-4e1b-4414-b450-14d4cb6b34de · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Conflict graphs in solving integer pro- gramming problems
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e69d3a89-2c34-4d83-967c-da813fca0a52 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Con- strained optimization of objective functions determined from random forests
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ee43293-dd11-4150-ad2d-5ca94cc4f041 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8cf1589c-4369-4a7a-a715-b3304be49d6a · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Cutting planes for integer programs with general integer variables
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6b414ddf-326e-421d-ba5b-884c79fcb8a9 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Large language models for the automated analysis of optimization algorithms
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 15b79051-9025-4102-923c-e7f7b9dc725a · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Dispatching through pricing: modeling ride-sharing and designing dynamic prices
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e37680c9-0aca-483e-ab0b-6e1b764b9dae · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Real-time spatial–intertemporal pricing and relocation in a ride- hailing network: Near-optimal policies and the value of dynamic pricing
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 4bb861c6-3c84-413b-97d5-5d6d0327d675 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Joint relocation and pricing in electric car-sharing systems
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a7a7c5ca-7e4b-4ad2-8ee0-81c5f982b3af · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Innovative approaches for electric vehicles relocation in sharing systems
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c8f0dfb2-beb2-4507-89b8-a7ef6d585ca6 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Innovative ap- proaches for electric vehicles relocation in sharing sys- tems
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 55afc67f-e8b3-4ef3-90c1-747e11a4d5b0 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Outline of an algorithm for integer solutions to linear programs and an algorithm for the mixed integer problem
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 022b56e1-41eb-4cd0-a5fb-7cf8bd6fd2c2 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Robust vehicle pre-allocation with uncertain covariates
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 03f88146-8f08-4650-b000-9d90adf9bf98 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Hasija, Z
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c46e3ec2-2fd2-42f2-afc2-9bceb7aa2b01 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Can large language models understand real-world complex instructions? In Proceedings of the AAAI Conference on Artificial Intelligence , volume 38, pages 18188–18196, 2024
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 3a19194c-b9db-467c-90ae-909b26b5f18c · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Introduction to operations research
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0644f99b-f779-4a74-8365-40dab81a18ad · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Orlm: A customizable framework in train- ing large models for automated optimization modeling
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 87738fa5-2955-4823-bcb2-424db09c4915 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations When Large Language Model Meets Optimization
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42a99761-bb5c-455f-89dc-f0f0dd7fcb87 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations New york city taxi trip - hourly weather data
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 41f3b37a-0bea-4a9b-bc2c-27e1c5cdbfc4 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Large language models are zero-shot reasoners
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 249d3547-b6c4-4bb8-bf5c-07f82c07bc38 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Optimizing relocation cost in free-floating car-sharing systems
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f1a4f0b-b526-4e49-98b7-31239eb443c3 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Large Language Models for Supply Chain Optimization
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 074c0b6f-c555-41f8-b639-137c7753fbfe · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Synthesizing mixed-integer linear programming models from natural language descriptions
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 832181c5-8577-45c1-b605-46e661c70bbc · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Joint order dispatching and vehicle repositioning for dynamic ridesharing
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 4e354f9a-d1ff-40c2-b3d1-86890580751d · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Aggregation and mixed integer rounding to solve mips
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 42ca676e-efee-455d-8025-68ed9694fbb0 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Using large language models to improve query- based constraint acquisition
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b989d3e4-4214-4c7e-94c4-ab0061b6771d · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations The Importance of Directional Feedback for LLM-based Optimizers
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afbb6689-c6b7-409e-8975-14ce645b38cc · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Joint pricing and matching in ride-sharing systems
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 149539a4-d707-4d23-8f31-cfd50d9b94aa · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Exact solutions to a carsharing pricing and relocation problem under uncertainty
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation de2fd9a3-70fe-415d-8ae2-42f91b2ca9ce · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Integrating pre- diction/estimation and optimization with applications in operations management
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 87a354e1-9463-4edb-8178-fb04939f62f9 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations A smart-city scope of operations management
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f7eb9b35-899a-4aef-9165-24db09e3bc34 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Optimization methods for personalizing large language models through retrieval augmentation
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b7962562-1562-4c7c-89d6-34b063a2d874 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Joint pricing and matching for city-scale ride- pooling
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 60b0abbf-c69b-420f-8090-7d49d887e9ed · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f241b38f-5379-4f2d-aa18-02d2bee746aa · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Tlc trip record data
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 343e9472-3eb3-43ef-bc32-b6f053dddfcc · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations A survey of contextual optimization methods for decision- making under uncertainty
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0be0b680-9adb-4480-a922-92f8beeb3391 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Chain-of-thought prompting elicits reasoning in large language models
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e18d890-0aab-46d8-9879-7997030ce133 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Valid inequalities for 0–1 knapsacks and mips with generalised upper bound constraints
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2c654ed1-0377-42fa-bb23-bdc39de01aa4 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Chain-of-experts: When llms meet complex operations research problems
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0deb3255-412f-4c6e-bc68-f59b3a418fb0 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Large Language Models Synergize with Automated Machine Learning
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8be6cc0-3a41-49e6-b65f-d49d58839a33 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Electric vehicle fleet size and trip pricing for one-way carsharing services considering vehicle relocation and personnel assignment
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 62b95d1a-d11d-468c-93c7-e34ce67aa179 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Large Language Models as Optimizers
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2429d7a-0977-4531-98d0-b528c5fde3da · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems with Reasoning LLM
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2025a86-5f73-4861-94ba-4866548e389b · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Future aware pricing and matching for sustainable on- demand ride pooling
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5fe7699f-66d4-438d-9d2e-ebb43ab2fcf5 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Decision Information Meets Large Language Models: The Future of Explainable Operations Research
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79da1f22-26b8-4295-8cec-14ff879a68e5 · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Results Similarity
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f7f592ad-c7c0-4cf8-b528-8f8eee652dce · outbound
RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Unresolved cited work
Reference 2025
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
No inbound Pith citation observations are available.