Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-11T11:50:26.030339Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2606.15197.
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 2026-07-11T11:50:26.030339Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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
42 of 42 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9d0237c2-6647-4772-bb8a-64bbd00d1091 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling DeepSeek-V3 Technical Report
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4ab05181-99b3-4f33-b3b7-de039566f909 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Learning to Discover at Test Time
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ef9c4ca3-9867-4dd7-af52-938d4e75bf9f · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling 0) specified in thereject_exactlist
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5cd3436a-4feb-4679-baa5-7deecfcfca9b · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling case_id
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04062179-edc7-4730-b091-658081b7cd4e · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Unresolved cited work
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c504f62d-c435-429b-8beb-fd92c2407100 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7234e0cf-0599-4705-a032-d9dd8b214d8d · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2a32138-b566-4569-8c7f-23994ecc94d2 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling kind": "interval
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5928ab93-f8b3-47c5-ac32-dadeb5827b83 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e1e49d9b-13b9-4846-9162-b377828ad41f · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Unresolved cited work
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ebf5442-873f-4dea-826b-8a12d99275ca · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling kind": "interval
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07a564fd-5fab-4787-868c-e466d18a8b1b · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Identify the decision context, objective direction, resources, agents, items, time periods, locations, or other entities that need indexing
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dae24762-e57a-44cd-a1a4-b11ef96e2ced · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Include the optimization family when identifiable, such as LP, MILP, assignment, transportation, facility location, routing, scheduling, blending, or production planning
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32d2d9cd-35ae-4de8-a5ee-9dd8023026fe · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Define only the sets needed for a clean mathematical formulation
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d235ef1-b55a-418b-8d27-3a9ac550ee42 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Required output order: <thought>...</thought> <Type>...</Type> <Sets>...</Sets> <python>...</python> MANDATORY FORMAT RULES:
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4744f1d9-1bcd-4774-9c04-615e26884555 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling − classical OR family when identifiable: TSP / Facility Location Problem / VRP (Vehicle Routing Problem) and so on
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f422f4a3-1f54-4983-b423-b44de01deba3 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Optimal value: {{optimal}}
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b17cdd4-0790-4469-867f-9e154482194f · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Identify all numeric constants, tables, capacities, demands, costs, profits, budgets, bounds, and logical coefficients required by the model
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f03d0611-8be2-4892-8273-77fd26a545f3 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Preserve units and map each parameter to the relevant set indices
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70f1c65c-09ff-459f-b3d4-311aa277f2ce · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Specify variable domain, index set, and semantic meaning
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41c05cf9-49bd-48a8-a356-dc3f246b558a · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Required output order: <thought>...</thought> <Parameters>...</Parameters> <Variables>...</Variables> <python>...</python> MANDATORY FORMAT RULES:
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 27681337-0423-46ce-b450-655d8f5022ae · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Unresolved cited work
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 634a9e46-49f1-4de6-9125-b05efbac9f50 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Unresolved cited work
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a6b6481-3413-4648-8f8d-8b2367293720 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Optimal value: {{optimal}}
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e741903-d741-4525-b333-6c540d9c94c3 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Determine the objective sense, the exact objective expression, and every feasibility condition stated or implied by the problem
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4969754-a90e-4667-afb2-a3606df93d80 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Include whether the problem is a minimization or maximization problem
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88c0a317-81bb-47e0-acaf-f1109f42ff41 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Group constraints by semantic role, such as demand satisfaction, capacity, assignment, budget, balance, precedence, compatibility, or domain restrictions
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e100bb2-df1a-4575-8544-61ea05886fe6 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Required output order: <thought>...</thought> <Objective>...</Objective> <Constraints>...</Constraints> 28 <python>...</python> MANDATORY FORMAT RULES:
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b3c7fd8-d5bb-4c95-b8d0-c0378454d0c5 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c95337e9-852d-4fb1-9cc2-9a240d6c576c · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Unresolved cited work
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e924035a-98dc-4700-9901-fa26b4ee7879 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Unresolved cited work
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21024ae0-ee4a-4e53-99f3-7359c1fcc321 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Unresolved cited work
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fd54dd4-e36d-4982-b8c8-2f5d2930c6fd · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Optimal value: {{optimal}}
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc64cfd1-03f6-4b9a-b9d7-a24d3472c5c1 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Check that the committed formulation is internally consistent
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a7dd50e-d449-470b-bb6e-ccfadb033fd5 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Unresolved cited work
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 655c734c-221a-4702-a6e3-8585a40c70a1 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Optimal value: {{optimal}}
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 061a8821-f2a6-4b44-ae2f-dcc61f0649c1 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling − Summarize potential pitfalls or common mistakes related to this type of code error
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40d5c56c-e9d0-4ba3-9f36-fdc7e3ffbd6d · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Optimal value: {{optimal}}
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d595efef-cdb6-4a3d-ba89-1af5d95c375d · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling − Summarize potential pitfalls or common mistakes related to this type of infeasibility
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 681869e4-cd4c-4df4-b6dc-3b2efdae4875 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling This should address the flaws in the previous attempt
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3b2bacd-4f20-4740-b0f0-fd91104d54fb · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Optimal value: {{optimal}}
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe5818ee-87a8-4fe5-886d-7520da3bc231 · outbound
StarOR: Synergizing Tree Search and Test-Time Reinforcement Learning for Optimization Modeling Guidelines: • The answer [N/A] means that the paper does not involve crowdsourcing nor research with human subjects
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.