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Paper Citation Record · LEDGER

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search

As of 7 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2607.23854.

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

pith.paper-citation-record.v1
2607.23854 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-30T10:33:05.421880Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

45 of 45 outbound references displayed

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  • verified fuzzy0
  • unresolved43
  • parse uncertain0
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External citation measurements

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Outbound references

Observation 4c1caa6a-500e-44d0-8666-4171e217f06f · outbound

This paper cites The Journal of Problem Solving3(2), 2 (2011).

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search The Journal of Problem Solving3(2), 2 (2011)

Reference 1

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Observation ebbe522a-be2d-483c-b82c-f806166c068d · outbound

This paper cites Perception & Psychophysics58(4), 527–539 (1996).

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Perception & Psychophysics58(4), 527–539 (1996)

Reference 2

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Observation 4487c36f-a6f4-4b6c-80cb-d815f2539d1e · outbound

This paper cites an unresolved cited work.

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Unresolved cited work

Reference 3

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Observation 5617f240-68d9-495f-88fd-e3f3aca0e07c · outbound

This paper cites Cognitive Systems Research52, 387–399 (2018).

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Cognitive Systems Research52, 387–399 (2018)

Reference 4

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Observation 0c3521ca-eb6f-4026-9ee8-3cf3869ecaa8 · outbound

This paper cites D4Illustration of the geometric properties of human-generated tours from representative TSP instances.

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search D4Illustration of the geometric properties of human-generated tours from representative TSP instances

Reference 5

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Observation 10cde56b-d794-416c-88d8-886c0beeb768 · outbound

This paper cites The Journal of Problem Solving1(1), 4 (2006).

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search The Journal of Problem Solving1(1), 4 (2006)

Reference 6

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Observation 3a407819-8b9a-422c-8343-217a3c898078 · outbound

This paper cites Princeton University Press, ??? (2006).

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Princeton University Press, ??? (2006)

Reference 7

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Observation 4e777dc6-2761-4a76-be05-f79e8a3a1fa8 · outbound

This paper cites Operations Research28(3-part-ii), 694–711 (1980).

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Operations Research28(3-part-ii), 694–711 (1980)

Reference 8

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Observation 08181c16-661e-4470-937f-d7922f80938f · outbound

This paper cites Management Science23(11), 1208–1223 (1977).

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Management Science23(11), 1208–1223 (1977)

Reference 9

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Observation bfb754ae-96ca-4816-8484-3f1011b88adc · outbound

This paper cites Nature326(6114), 689–691 (1987).

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Nature326(6114), 689–691 (1987)

Reference 10

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Observation 754fe594-27e1-406c-8888-395e6509e031 · outbound

This paper cites Neural computation1(2), 270–280 (1989).

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Neural computation1(2), 270–280 (1989)

Reference 11

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Observation adb49484-f6fb-48fa-9d0d-0baeb04032d2 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Proximal Policy Optimization Algorithms

Reference 12

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Observation d0ffe915-8dbb-46ff-85d4-07ff29222e49 · outbound

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Unresolved cited work

Reference 13

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Observation 7c6ff46a-7b6e-423a-9174-699085c6effa · outbound

This paper cites Neural Combinatorial Optimization with Reinforcement Learning.

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Neural Combinatorial Optimization with Reinforcement Learning

Reference 14

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This paper cites In: Proceedings of the Fourteenth International ConferenceonArtificialIntelligenceAndStatistics,pp.627–635.JMLRWorkshopand Conference Proceedings, ??? (2011).

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search In: Proceedings of the Fourteenth International ConferenceonArtificialIntelligenceAndStatistics,pp.627–635.JMLRWorkshopand Conference Proceedings, ??? (2011)

Reference 15

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Observation 31a1e293-b602-4bfc-9527-9c6520f73f05 · outbound

This paper cites Policy Optimization Reinforcement Learning with Entropy Regularization.

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Policy Optimization Reinforcement Learning with Entropy Regularization

Reference 16

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Observation d99e9587-2bd7-4a85-b328-c8a96bd6a878 · outbound

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Unresolved cited work

Reference 17

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Observation ae064fb9-dd53-4121-9b43-34a235eb0864 · outbound

This paper cites In: Advances in Neural Information Processing Systems, vol.

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search In: Advances in Neural Information Processing Systems, vol

Reference 18

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Observation ca6c4e7a-695f-4ecb-b2cd-3bd15236aa94 · outbound

This paper cites In: International Conference on Learning Representations, vol.

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search In: International Conference on Learning Representations, vol

Reference 19

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Unresolved cited work

Reference 20

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This paper cites Advances in Neural Information Processing Systems33, 1877–1901 (2020).

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Advances in Neural Information Processing Systems33, 1877–1901 (2020)

Reference 21

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This paper cites SFT-then-RL Outperforms Mixed-Policy Methods for LLM Reasoning.

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search SFT-then-RL Outperforms Mixed-Policy Methods for LLM Reasoning

Reference 22

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Unresolved cited work

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Unresolved cited work

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Nature623(7985), 115–121 (2023)

Reference 25

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Observation f65f9951-5efe-4adb-8408-7acd465558ec · outbound

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Current Opinion in Behavioral Sciences29, 24–30 (2019)

Reference 26

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Reasoning with Sampling: Your Base Model is Smarter Than You Think

Reference 27

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This paper cites arXiv preprint arXiv:2601.12269 (2026).

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search arXiv preprint arXiv:2601.12269 (2026)

Reference 28

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Psychological Review131(2), 456 (2024)

Reference 29

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 30

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 31

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Review of General Psychology 30(1), 104–129 (2026)

Reference 32

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Unresolved cited work

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Proceedings of the National Academy of Sciences117(16), 8825–8835 (2020)

Reference 35

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Observation 74771368-b1c8-4334-983a-00e432abe0bc · outbound

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Science372(6547), 1209–1214 (2021)

Reference 36

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Unresolved cited work

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Nature Human Behaviour7(5), 729–739 (2023)

Reference 38

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This paper cites Nature Communications16(1), 1383 (2025).

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Nature Communications16(1), 1383 (2025)

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This paper cites Advances in Neural Information Processing Systems27(2014).

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Advances in Neural Information Processing Systems27(2014)

Reference 40

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Unresolved cited work

Reference 41

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Neural Computation9(8), 1735–1780 (1997)

Reference 42

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search International Conference on Learning Representations (2015)

Reference 43

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Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Adam: A Method for Stochastic Optimization

Reference 44

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This paper cites Nature550(7676), 354–359 (2017) 31.

Understanding Human-like Solutions in Combinatorial Optimization via Learning and Search Nature550(7676), 354–359 (2017) 31

Reference 45

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