Pith. sign in

Paper Citation Record · LEDGER

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations

As of 22 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.

pith.paper-citation-record.v1
2505.06608 v2

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:44:19.332387Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

48 of 48 outbound references displayed

  • verified exact1
  • verified fuzzy31
  • unresolved14
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a359e453-e1c3-4a11-b621-56f7ec9587b0 · outbound

This paper cites GPT-4 Technical Report.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations GPT-4 Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T22:44:19.086677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:19.086677Z digest=sha256:f33767b84cf959367aff6518d0346e55c9029e023e66b977c57f74a3cb8f86fc

Observation 640cd2d8-f638-46e7-8114-a547a6ae0c37 · outbound

This paper cites OptiMUS: Optimization Modeling Using MIP Solvers and large language models.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations OptiMUS: Optimization Modeling Using MIP Solvers and large language models

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T22:44:19.093237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:19.093237Z digest=sha256:458757f0ac65d12f5ff8a35adfc0f43eeeb595b48e26d074cefa5cf600269f09

Observation 396d2a60-4e1b-4414-b450-14d4cb6b34de · outbound

This paper cites Conflict graphs in solving integer pro- gramming problems.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Conflict graphs in solving integer pro- gramming problems

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.329265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.098823Z digest=sha256:8f99c8c147cb8f08af2237846321ffa973c20e4f9f6e03ff46e3241cfb90b3c4

Observation e69d3a89-2c34-4d83-967c-da813fca0a52 · outbound

This paper cites Con- strained optimization of objective functions determined from random forests.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Con- strained optimization of objective functions determined from random forests

Reference 4

Resolution
malformed identifier
no resolver link, observed 2026-08-15T22:44:19.105133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:19.105133Z digest=sha256:209b335fd658a5701cca99aed61bd7739cd9978618f81963d4c21648a2a4fb9e

Observation 3ee43293-dd11-4150-ad2d-5ca94cc4f041 · outbound

This paper cites Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T22:44:19.110748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:19.110748Z digest=sha256:5da33b0370c7e28d2504843abbc14a2e875991920d1bf8e6c3900412c8a86b6e

Observation 8cf1589c-4369-4a7a-a715-b3304be49d6a · outbound

This paper cites Cutting planes for integer programs with general integer variables.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Cutting planes for integer programs with general integer variables

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.312878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.117041Z digest=sha256:9d6c4bf06fa14bf91900ecf929e2b96f0fc5b76cc951d0a3b64d9887a6d3795a

Observation 6b414ddf-326e-421d-ba5b-884c79fcb8a9 · outbound

This paper cites Large language models for the automated analysis of optimization algorithms.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Large language models for the automated analysis of optimization algorithms

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.295923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.122852Z digest=sha256:6a68c933a9c7c16b8a07284975f92aaee6827443ad472c81f36ba6b70230aa39

Observation 15b79051-9025-4102-923c-e7f7b9dc725a · outbound

This paper cites Dispatching through pricing: modeling ride-sharing and designing dynamic prices.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Dispatching through pricing: modeling ride-sharing and designing dynamic prices

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.280100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.129079Z digest=sha256:0dd226aa9e349b6b346dd8a32285646c9d503b30b71cdf0bbd8bd22e929e2ddd

Observation e37680c9-0aca-483e-ab0b-6e1b764b9dae · outbound

This paper cites Real-time spatial–intertemporal pricing and relocation in a ride- hailing network: Near-optimal policies and the value of dynamic pricing.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.264287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.133720Z digest=sha256:44d4814d460f7ca0d3341d0715fad4a7768ae495f8f6debad9ba33f17918e53d

Observation 4bb861c6-3c84-413b-97d5-5d6d0327d675 · outbound

This paper cites Joint relocation and pricing in electric car-sharing systems.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Joint relocation and pricing in electric car-sharing systems

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.248674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.138242Z digest=sha256:26e82b9a0e6b89596ba2b90116db607fee8d6590aa23b918a7e48122d231474e

Observation a7a7c5ca-7e4b-4ad2-8ee0-81c5f982b3af · outbound

This paper cites Innovative approaches for electric vehicles relocation in sharing systems.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Innovative approaches for electric vehicles relocation in sharing systems

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.233572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.142743Z digest=sha256:d6313e4f9d983335f603d81b044b5ae33542aa1411dd8bb5d4b79242a514ceeb

Observation c8f0dfb2-beb2-4507-89b8-a7ef6d585ca6 · outbound

This paper cites Innovative ap- proaches for electric vehicles relocation in sharing sys- tems.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Innovative ap- proaches for electric vehicles relocation in sharing sys- tems

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.218586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.147775Z digest=sha256:8d59a46c8d33de02f85033578ca6a44470b5f921a7dda7b1f15e8a37627d9bcb

Observation 55afc67f-e8b3-4ef3-90c1-747e11a4d5b0 · outbound

This paper cites Outline of an algorithm for integer solutions to linear programs and an algorithm for the mixed integer problem.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.202965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.152525Z digest=sha256:56efa37f84a6eb780d4f854f2bc7bb0573996cd19c0d4c4d6330beeebf95c903

Observation 022b56e1-41eb-4cd0-a5fb-7cf8bd6fd2c2 · outbound

This paper cites Robust vehicle pre-allocation with uncertain covariates.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Robust vehicle pre-allocation with uncertain covariates

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.186997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.156985Z digest=sha256:a6437764b5d9c31bfc81586372add14ccbc4498fc137bd8922eefc910b9c5a93

Observation 03f88146-8f08-4650-b000-9d90adf9bf98 · outbound

This paper cites Hasija, Z.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Hasija, Z

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.169247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.161601Z digest=sha256:8a7accaa0cbe0bcc578a8f211e610bf3394e1c9b1ac539149434f13d71ad6e94

Observation c46e3ec2-2fd2-42f2-afc2-9bceb7aa2b01 · outbound

This paper cites Can large language models understand real-world complex instructions? In Proceedings of the AAAI Conference on Artificial Intelligence , volume 38, pages 18188–18196, 2024.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.154164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.166211Z digest=sha256:b9e20961e38a741f7c14eba7d0fee82f2df049b46eca0dd7af432eea824349d3

Observation 3a19194c-b9db-467c-90ae-909b26b5f18c · outbound

This paper cites Introduction to operations research.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Introduction to operations research

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.138214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.170767Z digest=sha256:e5938fae6adccf904d69d8852563f3744eabef3b9558fbe81e82302bd3e52c04

Observation 0644f99b-f779-4a74-8365-40dab81a18ad · outbound

This paper cites Orlm: A customizable framework in train- ing large models for automated optimization modeling.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.121635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.176381Z digest=sha256:8df094236dafa1fad6b32a6e9ca29ef72de8991a184ec0e1b1540a31a1874fb4

Observation 87738fa5-2955-4823-bcb2-424db09c4915 · outbound

This paper cites When Large Language Model Meets Optimization.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations When Large Language Model Meets Optimization

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-15T22:44:19.181647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:19.181647Z digest=sha256:5d8fad777f18d912fa4b6906b9144642b77d6bef333bae69add4ec9b8c19ca49

Observation 42a99761-bb5c-455f-89dc-f0f0dd7fcb87 · outbound

This paper cites New york city taxi trip - hourly weather data.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations New york city taxi trip - hourly weather data

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.105963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.188944Z digest=sha256:e0a83cd8dacc9530bce7bec28301b9b1c6785d180abce62ea9330ae6b61a2db0

Observation 41f3b37a-0bea-4a9b-bc2c-27e1c5cdbfc4 · outbound

This paper cites Large language models are zero-shot reasoners.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Large language models are zero-shot reasoners

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-15T22:44:19.194394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:19.194394Z digest=sha256:64e1aad74367fbf1cfc634b1d1f4e8685345cf87fddda7ec79532d029ad9df67

Observation 249d3547-b6c4-4bb8-bf5c-07f82c07bc38 · outbound

This paper cites Optimizing relocation cost in free-floating car-sharing systems.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Optimizing relocation cost in free-floating car-sharing systems

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-15T22:44:19.200097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:19.200097Z digest=sha256:42089e85bf1a1f708f6f2c32c11460feebb59c06d7b702dda1ff987705d01a11

Observation 7f1a4f0b-b526-4e49-98b7-31239eb443c3 · outbound

This paper cites Large Language Models for Supply Chain Optimization.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Large Language Models for Supply Chain Optimization

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-15T22:44:19.205120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:19.205120Z digest=sha256:ddccaf4c400223fdab1f7def059543f32f09d4f2ff9d1044b7a7da759993d4c6

Observation 074c0b6f-c555-41f8-b639-137c7753fbfe · outbound

This paper cites Synthesizing mixed-integer linear programming models from natural language descriptions.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Synthesizing mixed-integer linear programming models from natural language descriptions

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T22:44:19.210305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:19.210305Z digest=sha256:2d86868b0eb45d9598fccab6a6eb637d7d31f85cfaee248e2d23ded81bb913c4

Observation 832181c5-8577-45c1-b605-46e661c70bbc · outbound

This paper cites Joint order dispatching and vehicle repositioning for dynamic ridesharing.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Joint order dispatching and vehicle repositioning for dynamic ridesharing

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.079990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.216091Z digest=sha256:54909fc4e9498e302f1f5ab53e107a93031c9e8fd93a296bac0e66c201e3099f

Observation 4e354f9a-d1ff-40c2-b3d1-86890580751d · outbound

This paper cites Aggregation and mixed integer rounding to solve mips.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Aggregation and mixed integer rounding to solve mips

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.065800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.226232Z digest=sha256:018ad3894b849b5688c258a0224a20069b2104b33abf49879349a2ca775c8695

Observation 42ca676e-efee-455d-8025-68ed9694fbb0 · outbound

This paper cites Using large language models to improve query- based constraint acquisition.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Using large language models to improve query- based constraint acquisition

Reference 27

Resolution
verified exact
doi, observed 2026-08-15T22:44:19.375240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.231568Z digest=sha256:2f179d7cbafe9938367823ed1b8c1c87950b44b1f2111194e0918affb77f9fb7

Observation b989d3e4-4214-4c7e-94c4-ab0061b6771d · outbound

This paper cites The Importance of Directional Feedback for LLM-based Optimizers.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations The Importance of Directional Feedback for LLM-based Optimizers

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T22:44:19.237061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:19.237061Z digest=sha256:2ea504f9c2d7459838e6ad4a07529c348b743bacb86aec70d72f5d664029eaba

Observation afbb6689-c6b7-409e-8975-14ce645b38cc · outbound

This paper cites Joint pricing and matching in ride-sharing systems.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Joint pricing and matching in ride-sharing systems

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.050983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.242187Z digest=sha256:f5540146ab6f2bdf1d00b2b45e3234d165a20ac4d023bbce92c5f64eaad9a77c

Observation 149539a4-d707-4d23-8f31-cfd50d9b94aa · outbound

This paper cites Exact solutions to a carsharing pricing and relocation problem under uncertainty.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Exact solutions to a carsharing pricing and relocation problem under uncertainty

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.035748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.247092Z digest=sha256:147fd42286d8cdf58f187fe864406f70e29f54fcf7bc37e99385c0e4ab08d5cf

Observation de2fd9a3-70fe-415d-8ae2-42f91b2ca9ce · outbound

This paper cites Integrating pre- diction/estimation and optimization with applications in operations management.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Integrating pre- diction/estimation and optimization with applications in operations management

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.020584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.251903Z digest=sha256:87a82ab200f850d086aecfa54116da2eec5124b1eba0ab18e355c87a198f1753

Observation 87a354e1-9463-4edb-8178-fb04939f62f9 · outbound

This paper cites A smart-city scope of operations management.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations A smart-city scope of operations management

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:20.005218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.257022Z digest=sha256:48e3d9942f6e2896c993b9b13aba6ff1a1689d4a6c2640ec9e7e023057a9a0b7

Observation f7eb9b35-899a-4aef-9165-24db09e3bc34 · outbound

This paper cites Optimization methods for personalizing large language models through retrieval augmentation.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Optimization methods for personalizing large language models through retrieval augmentation

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:19.988656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.261860Z digest=sha256:55b4ce9fd8e76b1731df9ea71406a506a7ffe6b659636f750a58260e1572b323

Observation b7962562-1562-4c7c-89d6-34b063a2d874 · outbound

This paper cites Joint pricing and matching for city-scale ride- pooling.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Joint pricing and matching for city-scale ride- pooling

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:19.973126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.266658Z digest=sha256:7a2604a8cde8751f4f3dcc796e76130fdd3d557103a15a3231edcd60c4aca5f1

Observation 60b0abbf-c69b-420f-8090-7d49d887e9ed · outbound

This paper cites Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:19.957268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.271872Z digest=sha256:04248872b65d28e1bfa449679de71be998f5baa98014da66fb3041458d29db1b

Observation f241b38f-5379-4f2d-aa18-02d2bee746aa · outbound

This paper cites Tlc trip record data.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Tlc trip record data

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:19.940592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.276769Z digest=sha256:c30adc0a83e236b4f553e417b33c6f9ab06c9a6142dec60d2674fb46b1004d59

Observation 343e9472-3eb3-43ef-bc32-b6f053dddfcc · outbound

This paper cites A survey of contextual optimization methods for decision- making under uncertainty.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations A survey of contextual optimization methods for decision- making under uncertainty

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:19.924433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.281633Z digest=sha256:14d1ec508f23f3c49c508e341b0c39b96f32aea9b19c1d0bb79a8f4a800081b6

Observation 0be0b680-9adb-4480-a922-92f8beeb3391 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Chain-of-thought prompting elicits reasoning in large language models

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-15T22:44:19.286576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:19.286576Z digest=sha256:cd629b3e71a6c9cad1420b8a19d116a4d4e707c1db0ad1ccbb937659988a91d8

Observation 5e18d890-0aab-46d8-9879-7997030ce133 · outbound

This paper cites Valid inequalities for 0–1 knapsacks and mips with generalised upper bound constraints.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:19.896367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.291913Z digest=sha256:471f6143fbb3a65417a8b027810312ad0f491248fd4bb6998a35368f486bc2e3

Observation 2c654ed1-0377-42fa-bb23-bdc39de01aa4 · outbound

This paper cites Chain-of-experts: When llms meet complex operations research problems.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Chain-of-experts: When llms meet complex operations research problems

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:19.877589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.297341Z digest=sha256:c992628816bc5e884602d45980beade6a06597fd9f8cab08a8cd41a9ca67c873

Observation 0deb3255-412f-4c6e-bc68-f59b3a418fb0 · outbound

This paper cites Large Language Models Synergize with Automated Machine Learning.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Large Language Models Synergize with Automated Machine Learning

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-15T22:44:19.301869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:19.301869Z digest=sha256:f2ac94a3675968a2b625d81e77124b67fd532f08e3390fd969f9e4bd80e9f2b7

Observation a8be6cc0-3a41-49e6-b65f-d49d58839a33 · outbound

This paper cites Electric vehicle fleet size and trip pricing for one-way carsharing services considering vehicle relocation and personnel assignment.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:19.855104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.306818Z digest=sha256:5b9c674565421e9d92fcd279599ffe5aabf1c5b63412938b8d640efadcf8d3b8

Observation 62b95d1a-d11d-468c-93c7-e34ce67aa179 · outbound

This paper cites Large Language Models as Optimizers.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Large Language Models as Optimizers

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-15T22:44:19.311793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:19.311793Z digest=sha256:07e1039d236e8400c3304493d719a07e2a937da5d7c27215adfd51fcebbc7124

Observation f2429d7a-0977-4531-98d0-b528c5fde3da · outbound

This paper cites OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems with Reasoning LLM.

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

Resolution
unresolved
no resolver link, observed 2026-08-15T22:44:19.317100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:19.317100Z digest=sha256:bf565738f10ef904e979f7cb4b13ce62716b8e6aaf26909bdabd5054e1fa4f42

Observation e2025a86-5f73-4861-94ba-4866548e389b · outbound

This paper cites Future aware pricing and matching for sustainable on- demand ride pooling.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Future aware pricing and matching for sustainable on- demand ride pooling

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:19.838078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.322018Z digest=sha256:53efa3beb2348ee7cf371615e2324c363ac265d2a8c6195827c1a08a86eed1ba

Observation 5fe7699f-66d4-438d-9d2e-ebb43ab2fcf5 · outbound

This paper cites Decision Information Meets Large Language Models: The Future of Explainable Operations Research.

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

Resolution
unresolved
no resolver link, observed 2026-08-15T22:44:19.326865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:19.326865Z digest=sha256:abdbf37e4a3bfef801fe7903c4cabe9b0bf7d594c95ad6a68a68718d6bd6d840

Observation 79da1f22-26b8-4295-8cec-14ff879a68e5 · outbound

This paper cites Results Similarity.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Results Similarity

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:44:19.821606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.332387Z digest=sha256:e1df47f605d0e345596bd680d95312cac913c6ae4e87f1fa70d8cc7166aaa829

Observation f7f592ad-c7c0-4cf8-b528-8f8eee652dce · outbound

This paper cites an unresolved cited work.

RideAgent: An LLM-Enhanced Optimization Framework for Automated Taxi Fleet Operations Unresolved cited work

Reference 2025

Resolution
metadata mismatch
raw_fallback, observed 2026-08-15T22:44:19.640730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T22:44:19.221453Z digest=sha256:23f7f42bf13c097bcbcd0354dc9fc15bae0de5fab55905f426d972d01823751b

Pith citing papers

No inbound Pith citation observations are available.