Programming over Thinking: Efficient and Robust Multi-Constraint Planning | Paper Citation Record

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning multiple vehicles are booked if capacity is exceeded

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning If the number of travelers ex- ceeds vehicle capacity, multiple vehicles of the same type are assumed to be booked

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning The same accommodation must be used for two consecutive days within the city

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning B.3 Implementation Details of Baselines This section provides a high-level overview of the experimental setup used in evaluating SCOPE and baseline methods

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning Nob Hill to Financial District: 9

Reference 18

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning The Castro to Chinatown: 20

Reference 21

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning Financial District to Nob Hill: 8

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning combinations

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning combinations

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning combinations

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning constraints

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning combinations

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning constraints

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning combinations

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning We define the parameter with no discriminative power the constraint will either cause all plans to pass or fail

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning combinations

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning <Mention if the parameter has/does not have discriminative power>

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning Combination Function Generator Agent

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning constraints

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning You must properly check if the same type of constraints exists for every item in the combination space

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning combinations

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning combinations

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning Combination Function Generator Agent

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning combinations

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning Hence, such parameter can be expanded

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning combinations

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning solutions

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning You mention the difference in pattern in your CoT

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning plan_func()

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning Check whether is there possibility that each constraint can be handled differently that some plans can meet such constraints

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning deliver_func()

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning Does it contain any heading? What does the pattern of output look like?

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning deliver_func()

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning You mention the difference in pattern in your CoT

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning Then, you made the corresponding correction on the agent's code

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning next_step

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning combinations

Reference 69

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning The parameter has discriminative power

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning The parameter does not have discriminative power

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning The parameter has discriminative power

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning The parameter has discriminative power

Reference 73

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning combinations

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning This constraint exists for every city in the combination space

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Programming over Thinking: Efficient and Robust Multi-Constraint Planning combinations

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:04.549519Z

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Observation 9b804f39-7d7c-412a-a627-ae2068774cf8 · outbound

This paper cites combinations.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning combinations

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:05.188107Z

Source-reported events for the cited work

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Observation 5c647c71-2f08-4115-b12b-eedfc72f2539 · outbound

This paper cites an unresolved cited work.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:05.300555Z

Source-reported events for the cited work

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Observation 8937ff08-6682-4a99-a29a-3807e609ee78 · outbound

This paper cites This will help us in determining valid paths.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning This will help us in determining valid paths

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:05.462010Z

Source-reported events for the cited work

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Observation ec6529bb-b40a-4340-927a-1901b864073d · outbound

This paper cites However, we need to ensure that each sequence is valid in terms of direct flights and total days.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning However, we need to ensure that each sequence is valid in terms of direct flights and total days

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:05.629824Z

Source-reported events for the cited work

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Observation 9bd3c070-428c-406c-b707-31ac5c7dae3e · outbound

This paper cites - We will also calculate the total days required for each sequence by summing up the days required for each city stay.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning - We will also calculate the total days required for each sequence by summing up the days required for each city stay

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:05.795322Z

Source-reported events for the cited work

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Observation 120cce8f-ee6f-44a6-96f4-8cbce26ff07e · outbound

This paper cites The days will be represented as a list of integers.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning The days will be represented as a list of integers

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:05.900172Z

Source-reported events for the cited work

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Observation 065d1fa3-0a51-4309-810e-ae3ee050d01f · outbound

This paper cites city": city,.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning city": city,

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.023915Z

Source-reported events for the cited work

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Observation 477ab87b-60a2-4916-816c-a2d8adcb744e · outbound

This paper cites an unresolved cited work.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.139030Z

Source-reported events for the cited work

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Observation 36f048a1-b44f-4391-ac0b-d8e2b4b7f57b · outbound

This paper cites This will help in determining valid paths.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning This will help in determining valid paths

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.182889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f591c38e-0fbe-4f22-9517-fa55da9345b9 · outbound

This paper cites Ensure that each sequence is valid in terms of direct flights and total days.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning Ensure that each sequence is valid in terms of direct flights and total days

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.185888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25f76fea-19ad-4383-a053-3b4b69d1ad74 · outbound

This paper cites - Calculate the total days required for each sequence by summing up the days required for each city stay, allowing for overlap between consecutive cities.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning - Calculate the total days required for each sequence by summing up the days required for each city stay, allowing for overlap between consecutive cities

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.188874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70786c20-5239-47c9-a9d8-5977a256ddda · outbound

This paper cites The days will be represented as a list of integers, with overlap between consecutive cities.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning The days will be represented as a list of integers, with overlap between consecutive cities

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.191266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1a25359-6fe6-4c63-a441-3e0f149f536e · outbound

This paper cites city": city,.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning city": city,

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.194165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bc61c8c-31ad-4531-bc8d-1e679dee8995 · outbound

This paper cites Hence, it is non-expandable.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning Hence, it is non-expandable

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.197040Z

Source-reported events for the cited work

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Observation 6c91a14c-4bc1-4688-bdb8-4c8899ec635e · outbound

This paper cites Hence, it is expandable.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning Hence, it is expandable

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.199636Z

Source-reported events for the cited work

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Observation 1ebeb66c-3264-4015-b1df-6048f62ad14c · outbound

This paper cites Hence, it is non-expandable.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning Hence, it is non-expandable

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.202253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0adc7c44-2e31-4ee9-8f98-4f8a0e350203 · outbound

This paper cites combinations.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning combinations

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.204809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d57c15c2-313f-42bf-9b6f-71ceb40047f8 · outbound

This paper cites - Constraints are given in a dictionary format, where 'specific_days'specifies the exact days certain cities must be visited.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning - Constraints are given in a dictionary format, where 'specific_days'specifies the exact days certain cities must be visited

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.207476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 560e8cd0-bd49-4f8a-8cb2-9b5f3c1d64c2 · outbound

This paper cites - For each plan, check if it satisfies all the constraints specified in'specific_days'.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning - For each plan, check if it satisfies all the constraints specified in'specific_days'

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.210067Z

Source-reported events for the cited work

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Observation 3f395e53-fdbf-4f02-95d9-cf4965d7ab26 · outbound

This paper cites - For each plan, loop through each city in the'specific_days' constraints.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning - For each plan, loop through each city in the'specific_days' constraints

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.212895Z

Source-reported events for the cited work

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Observation 8b5c301b-914d-4051-a1ed-a703b28fb3d2 · outbound

This paper cites By following these steps, we can ensure that the function correctly filters and returns a plan that meets all the specified constraints.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning By following these steps, we can ensure that the function correctly filters and returns a plan that meets all the specified constraints

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.215822Z

Source-reported events for the cited work

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Observation 99b8dd3d-cf90-4b49-a859-2493031c76e2 · outbound

This paper cites Here is the trip plan for visiting the X European cities for Y days:.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning Here is the trip plan for visiting the X European cities for Y days:

Reference 101

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.218562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ee4fa61-ab93-4259-a5bb-e0aeef7a9ccb · outbound

This paper cites Day X-Y: Visit [City] for Z days.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning **Day X-Y:** Visit [City] for Z days

Reference 102

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.221260Z

Source-reported events for the cited work

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Observation 9b96815f-0276-4fdd-869b-14b56a9c15bc · outbound

This paper cites Day X: Fly from [City1] to [City2].

Programming over Thinking: Efficient and Robust Multi-Constraint Planning **Day X:** Fly from [City1] to [City2]

Reference 103

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.223725Z

Source-reported events for the cited work

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Observation 5aa4ec83-7a81-4572-920a-37c2575cbb7f · outbound

This paper cites an unresolved cited work.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning Unresolved cited work

Reference 104

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.226303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98a57966-c4fd-44bc-b189-9cfe97a77330 · outbound

This paper cites Here is the trip plan for visiting the {num_cities} European cities for {total_days} days:\n\n.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning Here is the trip plan for visiting the {num_cities} European cities for {total_days} days:\n\n

Reference 105

Resolution: unresolved; no resolver link, observed 2026-08-03T10:47:06.228762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6634404a-6774-468e-b145-ab4d880e9488 · outbound

This paper cites PEA: Enhancing LLM Performance on Computational-Reasoning Tasks.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning PEA: Enhancing LLM Performance on Computational-Reasoning Tasks

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-03T10:46:57.386476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ca36b71-9b13-4e92-b597-9cac6c589198 · outbound

This paper cites NATURAL PLAN: Benchmarking LLMs on Natural Language Planning.

Programming over Thinking: Efficient and Robust Multi-Constraint Planning NATURAL PLAN: Benchmarking LLMs on Natural Language Planning

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T10:46:57.500704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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