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Paper Citation Record · LEDGER

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses

As of 8 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2505.23421.

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

pith.paper-citation-record.v1
2505.23421 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:54:59.316506Z

measured 34 of 34 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

34 of 34 outbound references displayed

  • verified exact0
  • verified fuzzy32
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2ab38441-013b-498b-880d-2717128cb792 · outbound

This paper cites Comparative analys is of online fresh food shopping behavior during normal and covid-19 crisis periods.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Comparative analys is of online fresh food shopping behavior during normal and covid-19 crisis periods

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:03.840853Z

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.

source=pdf_text observed=2026-08-07T12:54:55.040038Z digest=sha256:f98bca42fb569ab0cf3dbeb38a0d464bd92d95013e7394e1bc8e5785a8ac25ae

Observation f13d1531-9161-4f62-a485-87f0c2ce0202 · outbound

This paper cites Has covid-19 accelerated the e-commerce of agricultural products? evidence from sal es data of e-stores in china.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Has covid-19 accelerated the e-commerce of agricultural products? evidence from sal es data of e-stores in china

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:03.684332Z

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.

source=pdf_text observed=2026-08-07T12:54:55.130879Z digest=sha256:1877e82a0dda89b047b26633bfe52f60b6c9845793d989bba7e911abe34b77b9

Observation 73579772-7a3b-4037-b1fa-316db03201d9 · outbound

This paper cites 2023-2024 china fresh food e-commerce operation big data and development prospects research report.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses 2023-2024 china fresh food e-commerce operation big data and development prospects research report

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:03.535227Z

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.

source=pdf_text observed=2026-08-07T12:54:55.202423Z digest=sha256:52138e4bf0236dde477dde1b4faa0d911ecc1014d17d1ea58a1425b679629781

Observation 44d9413e-ee47-497a-9824-aab663d10238 · outbound

This paper cites Location sele ction of fresh e-commerce’s front warehouse under new retail model.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Location sele ction of fresh e-commerce’s front warehouse under new retail model

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:03.405602Z

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.

source=pdf_text observed=2026-08-07T12:54:55.274773Z digest=sha256:bf9dfb2032e3b902085a819defc744246217ed49f106c077f07edad9110fe531

Observation 8148f42d-7f95-4eb3-9744-f0f66b77d638 · outbound

This paper cites Introduction to inventory manage- ment.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Introduction to inventory manage- ment

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:03.252729Z

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.

source=pdf_text observed=2026-08-07T12:54:55.336155Z digest=sha256:a19e5d33da2c436469f4305fcce96953f237cf1ceb0fc87c398c9348f4dd1136

Observation 07d96889-73be-427c-ad4f-6a197c3a6b12 · outbound

This paper cites Elmachtoub, Paul Grigas, and Ambuj Tewari.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Elmachtoub, Paul Grigas, and Ambuj Tewari

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:03.131203Z

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.

source=pdf_text observed=2026-08-07T12:54:55.391669Z digest=sha256:a6371a444bd691807dc0568c572f904eefed2b6a38e8e31bfe9c8110227484fc

Observation b4103f65-02ad-4bf2-8c74-3f3ba23eef52 · outbound

This paper cites A practical end-to-end inventory management model with deep learning.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses A practical end-to-end inventory management model with deep learning

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:02.995950Z

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.

source=pdf_text observed=2026-08-07T12:54:55.443632Z digest=sha256:db8ffc362a586768f5602024c4276983e2444208bfc78a54fefd68d05bd684cb

Observation 96199d82-8695-4382-851f-fe3e9b285f45 · outbound

This paper cites The multi -product newsvendor problem: Review and extensions.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses The multi -product newsvendor problem: Review and extensions

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:02.883371Z

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.

source=pdf_text observed=2026-08-07T12:54:55.528025Z digest=sha256:0f277f24dcac8ecf5873ed502d32cf21be0114bfe15daa264f397bf5a62162cd

Observation f9d48533-23cd-49c9-9226-d481359e0ac2 · outbound

This paper cites Optimal and heuristic solutions fo r the multi-item newsvendor problem with a single capacity constraint.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Optimal and heuristic solutions fo r the multi-item newsvendor problem with a single capacity constraint

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:02.747211Z

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.

source=pdf_text observed=2026-08-07T12:54:55.599831Z digest=sha256:d913d892ac49ce2071c2075a40e0db28008600b98cc3701b882e728565bdec64

Observation b7688082-1b0a-4591-b1b1-706e99a906cc · outbound

This paper cites A multi-product newsvendor problem with budget and loss constraints.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses A multi-product newsvendor problem with budget and loss constraints

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:02.591675Z

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.

source=pdf_text observed=2026-08-07T12:54:55.677880Z digest=sha256:aef935ac0f4307f034ce9cd02bdf975ad706d538d15e9f0f3391cfbacf80232b

Observation 3c9a1945-2d65-4909-a10e-f335f4426ac9 · outbound

This paper cites Analysis of two substitute products newsvendor problem with a budget constraint.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Analysis of two substitute products newsvendor problem with a budget constraint

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:02.471977Z

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.

source=pdf_text observed=2026-08-07T12:54:55.764323Z digest=sha256:f736f9a13151419b52cb2608557abaf3672a498e2e689333aba9575a168be194

Observation 6f4e4966-56f6-4a5e-b5bf-5fc986fe884e · outbound

This paper cites The risk-avers e newsvendor problem with random capacity.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses The risk-avers e newsvendor problem with random capacity

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:02.333269Z

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.

source=pdf_text observed=2026-08-07T12:54:55.842318Z digest=sha256:1f58cdfb2426332e3f4c0e9a08e506dd62847e221e7acfb752029a7f8f52ff51

Observation 9c6572d4-0a3a-4a55-84db-3d2c1bbb1fcb · outbound

This paper cites Optimal robust policy for feature-based newsvendor.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Optimal robust policy for feature-based newsvendor

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:02.200056Z

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.

source=pdf_text observed=2026-08-07T12:54:55.934862Z digest=sha256:04a93d273a9659c3e3d2deaebe08b3484f55e743b29a63a1711d94e49da0ba87

Observation 45ec997f-a0ed-433d-bf5c-96b74d723911 · outbound

This paper cites Constructing decision rules fo r multiproduct newsvendors: An integrated estimation-and-optimization framework.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Constructing decision rules fo r multiproduct newsvendors: An integrated estimation-and-optimization framework

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:02.092835Z

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.

source=pdf_text observed=2026-08-07T12:54:56.097542Z digest=sha256:42032f63cea67183c085935a2d67b5cf4c8f5c7a2ed5f9be38f50de76e36d8a7

Observation 1ac87ae9-b6f0-4bfc-b739-f5bb138e6c39 · outbound

This paper cites Bilevel optimization for feature selection in the data-driven newsvendor problem.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Bilevel optimization for feature selection in the data-driven newsvendor problem

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:01.974518Z

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.

source=pdf_text observed=2026-08-07T12:54:56.347693Z digest=sha256:a2b16211e02087384779869580fd88e2612f3fc30d4ae1336a112f1360fd5a51

Observation 1ab09699-b435-479d-a317-f6f3cc2a2fc1 · outbound

This paper cites Chan, Vivek F.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Chan, Vivek F

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:01.854957Z

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.

source=pdf_text observed=2026-08-07T12:54:56.780466Z digest=sha256:74dfa855a21123cce6105f9109fc07756fb685fc789a406d7f866a083646e89f

Observation 6610306a-b562-4655-9ac9-8941bf5b3f1c · outbound

This paper cites an unresolved cited work.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:55:01.709374Z

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.

source=pdf_text observed=2026-08-07T12:54:57.569709Z digest=sha256:7c197fe8789760bb511a25dbb4ac3edde9a02d801e5d4215aa1a73b642ff0d57

Observation 1bab18d9-03b9-41ca-808c-addd62494617 · outbound

This paper cites Business analytics for flexible r esource allocation under random emergencies.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Business analytics for flexible r esource allocation under random emergencies

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:01.630487Z

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.

source=pdf_text observed=2026-08-07T12:54:57.771036Z digest=sha256:158d11c7e40190c5a252c070bfe6eb286bafd78e8a6aee8a4c62fa4a6a1246e5

Observation 2366b80c-832c-4f14-841a-872959c0093c · outbound

This paper cites In f ree float: Developing business analytics support for carsharing providers.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses In f ree float: Developing business analytics support for carsharing providers

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:01.480596Z

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.

source=pdf_text observed=2026-08-07T12:54:57.865547Z digest=sha256:976e472ee5188f9dc9849efe65cdb5cb0d0b506f0ac2b48ac427afcaf531d1b6

Observation 345f3251-bbcc-4077-a29b-8d1446937a8b · outbound

This paper cites Mersereau, Andres Garro, Albe rte Dapena Mora, and Martin Novoa Vidal.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Mersereau, Andres Garro, Albe rte Dapena Mora, and Martin Novoa Vidal

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:01.315588Z

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.

source=pdf_text observed=2026-08-07T12:54:57.996979Z digest=sha256:1f51308efdd58d89ecf66f2c3e882dec310fed0d6eaa22a452bb21b38d21feb8

Observation 2a9bafd1-b4c9-49fd-a84b-02a1d4769dc8 · outbound

This paper cites A practical inventory control policy using operational statistics.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses A practical inventory control policy using operational statistics

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:01.173123Z

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.

source=pdf_text observed=2026-08-07T12:54:58.127563Z digest=sha256:3fef710a1c3d0abf95a0e8e0b43a0d8016579e54d022f7b35568f830c6a4c81b

Observation cee6658a-c9b5-443f-a082-6ae412cd959b · outbound

This paper cites Analytics for an online retailer: Demand forecasting and price optimization.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Analytics for an online retailer: Demand forecasting and price optimization

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:01.046633Z

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.

source=pdf_text observed=2026-08-07T12:54:58.231111Z digest=sha256:05a1b37eacc796d1ae932f40f6a905b585f312c18efb8570008cf3d169719888

Observation 9aa71748-abb7-4c69-ad6c-b73d958cc034 · outbound

This paper cites Zhang, Hengchen Dai, Lingxiu Dong, Fangfang Q i, Nannan Zhang, Xiaofei Liu, Zhongyi Liu, and Jiang Yang.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Zhang, Hengchen Dai, Lingxiu Dong, Fangfang Q i, Nannan Zhang, Xiaofei Liu, Zhongyi Liu, and Jiang Yang

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:00.932621Z

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.

source=pdf_text observed=2026-08-07T12:54:58.363309Z digest=sha256:f7b9bbaaa4165f38ba28e8d269f1b5f5fe47d033751e6d6eceacf92f7ddf08a5

Observation e3c0c1ea-1a48-4cee-b77f-a0cbb49f79f5 · outbound

This paper cites Production planning with patterns: A problem from processed food manuf acturing.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Production planning with patterns: A problem from processed food manuf acturing

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:00.811687Z

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.

source=pdf_text observed=2026-08-07T12:54:58.482522Z digest=sha256:609b8b74d72d44137ffce885cdfe72eaa8a7e3acdde1617de6ce09d31558fe09

Observation 61212ae9-66ef-4aa2-9a9e-8bbb470bddf3 · outbound

This paper cites Capacity m anagement in agricultural commodity processing and application in the palm industry.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Capacity m anagement in agricultural commodity processing and application in the palm industry

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:00.701505Z

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.

source=pdf_text observed=2026-08-07T12:54:58.581582Z digest=sha256:36f9340c2a4f99b84b315467aa0fd9045fc1876875c77fc44af47119f2bbd1e9

Observation ce92683f-9553-435c-9d97-cf13d1aa5486 · outbound

This paper cites Schrotenboer, and Feng Chen.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Schrotenboer, and Feng Chen

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:00.580564Z

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.

source=pdf_text observed=2026-08-07T12:54:58.693791Z digest=sha256:93c8584539392f09507fc334d41cb76d3f34e02e5a972bed34c1b2989ca02eec

Observation 3fb82085-24db-4280-9798-ecfdae1099af · outbound

This paper cites an unresolved cited work.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:55:00.477018Z

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.

source=pdf_text observed=2026-08-07T12:54:58.753857Z digest=sha256:36d6e4620ef29be6472373911b33fc9bbda3059f8833a2c31e762f162b42cafd

Observation 8e385881-cc0f-40fb-beae-b03f8abad1f6 · outbound

This paper cites The impa ct of employee satisfaction on quality and profitability in high-contact service industries.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses The impa ct of employee satisfaction on quality and profitability in high-contact service industries

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:00.383498Z

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.

source=pdf_text observed=2026-08-07T12:54:58.819269Z digest=sha256:497868c8f92bc63d0f320530ea4124ff6b46a8f0de5125d78be73d56dbafcfca

Observation 9d062b33-3583-41e3-b345-6115fd3dc55b · outbound

This paper cites Customer rev isit intention to restaurants: Evidence from online reviews.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Customer rev isit intention to restaurants: Evidence from online reviews

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:00.183047Z

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.

source=pdf_text observed=2026-08-07T12:54:58.897380Z digest=sha256:fa63648dfc04ebf3c7dbfeed4443af4901c3742161fce3ac0e129567018df35a

Observation d1b78bd2-5360-4463-ac88-393269d4f76b · outbound

This paper cites Financial performance measurement of supply chains: a review.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Financial performance measurement of supply chains: a review

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:00.073398Z

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.

source=pdf_text observed=2026-08-07T12:54:59.006724Z digest=sha256:02f5767721586b94f97ecd7b45851f803a0bd791354cc87cd4e4e62e903b46af

Observation 45d5ed19-917b-43fe-8fd1-330355e92f45 · outbound

This paper cites Anal yzing the relationship between con- sumer satisfaction and fresh e-commerce logistics service using text mining techniques.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Anal yzing the relationship between con- sumer satisfaction and fresh e-commerce logistics service using text mining techniques

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:54:59.912752Z

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.

source=pdf_text observed=2026-08-07T12:54:59.078590Z digest=sha256:73b85fe6685d9b0464d27b6d89cbd66284814555ea160438335ada47e90800f6

Observation 2d4eff0e-ee95-4bc6-8f74-40aa6a551af8 · outbound

This paper cites Sustain ing customer loyalty of fresh food e-tailers: an empirical study in china.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Sustain ing customer loyalty of fresh food e-tailers: an empirical study in china

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:54:59.770059Z

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.

source=pdf_text observed=2026-08-07T12:54:59.135420Z digest=sha256:d24fc038041ef2ef6977f8ff7d1ef1b3bbab1637676ac46c2736977760632a88

Observation f9549aac-0f3c-4de7-844f-a2f4282e02b7 · outbound

This paper cites W hy do tree-based models still outperform deep learning on typical tabular data? Advances in neural information processing systems , 35:507–520, 2022.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses W hy do tree-based models still outperform deep learning on typical tabular data? Advances in neural information processing systems , 35:507–520, 2022

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:54:59.613539Z

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.

source=pdf_text observed=2026-08-07T12:54:59.213725Z digest=sha256:69168decb29a95e2ba641ef3921a8afdfe306cdbf5f9353568b466c8ac58d207

Observation 60109572-c74f-46c4-ade4-9b32b4605981 · outbound

This paper cites Lightgbm: A highly efficient gradient boosting decisio n tree.

OTPTO: Joint Product Selection and Inventory Optimization in Fresh E-commerce Front-End Warehouses Lightgbm: A highly efficient gradient boosting decisio n tree

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:54:59.494909Z

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.

source=pdf_text observed=2026-08-07T12:54:59.316506Z digest=sha256:70b8d251dccafd55c2780655363907319d5a02b0e5af2edb8a9b44ad8c6d5664

Pith citing papers

No inbound Pith citation observations are available.