CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming | Paper Citation Record

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CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 1

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Observation 17b7223e-1e99-4ba2-baf6-599d675c28e1 · outbound

This paper cites InInternational conference on learning representa- tions, Vol.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming InInternational conference on learning representa- tions, Vol

Reference 2

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This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 3

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Observation e6565e2d-6f82-492b-b5cd-2157c104159e · outbound

This paper cites DeepCoder: Learning to Write Programs.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming DeepCoder: Learning to Write Programs

Reference 4

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This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.540149Z

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Observation 96a4fb07-a894-401a-be38-b1942e5856bf · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 6

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Observation 74e238d1-c97e-4be7-839e-dc30d53f961c · outbound

This paper cites CodeT: Code Generation with Generated Tests.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming CodeT: Code Generation with Generated Tests

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-06-30T13:24:40.144046Z

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Observation d9bfb3db-ad13-467b-8be2-6874970e4849 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Evaluating Large Language Models Trained on Code

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-06-30T13:24:40.192554Z

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Observation 080b2ddb-2776-4e5d-9427-13473c2c1aea · outbound

This paper cites Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-06-30T13:24:40.194836Z

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Observation f9cf55e7-e7d4-4d3e-a1fc-760756631af9 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.538719Z

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Observation 3dd857d2-4ed8-4ed2-8254-3b59989219b9 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.551198Z

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Observation 1960fadd-eff3-45f4-a628-eb2aac802468 · outbound

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CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.530061Z

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Observation 7a4b89a5-b275-44fc-923d-6e271ba83dc1 · outbound

This paper cites Competitive Programming with Large Reasoning Models.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Competitive Programming with Large Reasoning Models

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-06-30T13:24:40.186769Z

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Observation 903b19e0-58bd-49fe-97e5-b83b52d3cdda · outbound

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CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.532890Z

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Observation f2df65db-079a-4278-bbf4-ec639f7e38ca · outbound

This paper cites Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-06-30T13:24:40.197442Z

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Observation d8c828a1-830e-46f4-99b8-419f1ea50b65 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.531479Z

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Observation 6bdaf7ec-2294-4434-a54a-8098bc3dd94e · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-06-30T13:24:40.190345Z

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Observation aebace6e-2361-48e0-b874-b9f618c102d4 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.549681Z

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Observation c6f235e1-2126-485a-a8bb-23a8c8e84267 · outbound

This paper cites HardTests: Synthesizing High-Quality Test Cases for LLM Coding.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming HardTests: Synthesizing High-Quality Test Cases for LLM Coding

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-06-30T13:24:40.201084Z

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Observation 2299045c-31ee-4d44-b045-4b0ff198baa1 · outbound

This paper cites Measuring Coding Challenge Competence With APPS.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Measuring Coding Challenge Competence With APPS

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-06-30T13:24:40.178931Z

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Observation 2e7a1c2e-b1d8-452c-9ed6-6c23ef9bb616 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.618236Z

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Observation f16a9edf-cca0-4824-86ec-48822f128921 · outbound

This paper cites GPT-4o System Card.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming GPT-4o System Card

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-06-30T13:24:40.169215Z

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Observation b5503aca-6efe-4f78-a746-7cc86b59a507 · outbound

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CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.624271Z

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Observation 9f199f27-3784-4d64-b4e4-43e1cc918689 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.627346Z

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Observation e5935b86-7d0d-4c63-8041-b32222f73b0f · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.625836Z

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Observation 05f34d6b-6071-4da2-83f0-99763fbe4286 · outbound

This paper cites SiriusBI: A Comprehensive LLM-Powered Solution for Data Analytics in Business Intelligence.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming SiriusBI: A Comprehensive LLM-Powered Solution for Data Analytics in Business Intelligence

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-06-30T13:24:40.164126Z

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Observation 4c1ebdd6-5cc3-4998-ad98-6e73252b8fb7 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.572264Z

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Observation cb86ebab-84cf-494a-ba4e-793d08f29daa · outbound

This paper cites 2023.AlphaCode 2 Technical Report.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming 2023.AlphaCode 2 Technical Report

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T02:25:56.606542Z

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Observation 5462af1b-704c-4867-ada0-4e65fe77de72 · outbound

This paper cites AlgoSimBench: Identifying Algorithmically Similar Problems for Competitive Programming.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming AlgoSimBench: Identifying Algorithmically Similar Problems for Competitive Programming

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-06-30T13:24:40.169831Z

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Observation 0d5db1af-1587-45e8-bf64-b8f36b2dde7d · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.552661Z

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Observation b9c57e38-0546-4eef-99d0-bf5b90044adb · outbound

This paper cites DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-06-30T13:24:40.172996Z

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Observation 6fec65a5-b651-437a-a7b8-98c70eb99d5d · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.557198Z

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Observation 367b3a56-738e-4286-bbbf-87457f8b1132 · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 33

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Observation 8b3dacc1-917c-493a-b585-7a9c538f3caf · outbound

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CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.554200Z

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Observation 06299235-4dc3-4a41-ade7-9f6eabee8e1f · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.609807Z

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Observation 03239ed5-fccd-4bb6-abd9-28fd96d565ca · outbound

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CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.598564Z

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Observation b99054f5-3ac8-4d4e-9557-9cc54942a853 · outbound

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CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.603470Z

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Observation fa2d5c19-f8b7-40cd-ac4a-54c210f1e6f3 · outbound

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CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.611383Z

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Observation ef974173-0493-48f4-baf9-544e673ffa79 · outbound

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CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.619829Z

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Observation bc675c4a-d664-42c7-9cf1-b43403f6fe88 · outbound

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CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.591599Z

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Observation 7c925e1c-8180-47dc-82e4-920f5ca1a9af · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.621285Z

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Observation 875bb53a-a0af-4d4a-a958-7d227906fef0 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.534345Z

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Observation c3542cbe-016e-4fa3-87ac-22c3a750edee · outbound

This paper cites Code Generation with AlphaCodium: From Prompt Engineering to Flow Engineering.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Code Generation with AlphaCodium: From Prompt Engineering to Flow Engineering

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-06-30T13:24:40.158709Z

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Observation c6f55ad0-8721-44ef-ae29-20152abc4df5 · outbound

This paper cites rStar2-Agent: Agentic Reasoning Technical Report.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming rStar2-Agent: Agentic Reasoning Technical Report

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-06-30T13:24:40.161949Z

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Observation 687ea8ab-03b5-450b-b682-d6295f952870 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.535856Z

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Observation 42926482-ef52-4c34-bf4f-03e81a6e608b · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.537279Z

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Observation 422642b9-ff5e-42da-b7d9-2511a1a7ad94 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.622706Z

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Observation c09d8544-8402-4ae1-a2a4-1d3530be1db9 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-06-30T13:24:40.175508Z

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Observation c3bbb069-e0c7-40f5-8db9-0d19ac836480 · outbound

This paper cites GrandCode: Achieving Grandmaster Level in Competitive Programming via Agentic Reinforcement Learning.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming GrandCode: Achieving Grandmaster Level in Competitive Programming via Agentic Reinforcement Learning

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-06-30T13:24:40.198230Z

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Observation 1ad45f42-9069-40fd-8e8c-d58b2341549d · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.546541Z

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Observation f18c0d42-deda-4794-ab36-1f59ef5c5090 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.555705Z

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Observation b1e0eaac-d2cb-4239-a7da-f6144647062d · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.628785Z

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Observation 84f9b349-7019-485d-ac29-41b8e0ad812e · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.612906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 257e3665-81d7-479e-a460-2a903047d0ff · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.605030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 50ba5969-5164-4e48-a697-5e03117ee071 · outbound

This paper cites Qwen3 Technical Report.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Qwen3 Technical Report

Reference 55

Resolution: verified exact; local_arxiv, observed 2026-06-30T13:24:40.155780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2a11bf2c-cd62-42b5-b37b-9c4697863bb3 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.596671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 24bcdb1d-9b26-4a4b-888e-a1cca3995e83 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming ReAct: Synergizing Reasoning and Acting in Language Models

Reference 57

Resolution: verified exact; local_arxiv, observed 2026-06-30T13:24:40.192872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation dd4b473b-b862-4c73-93a4-3f70f4d17c6e · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.595072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ebf3da51-681f-4e42-9993-bc31b9a57316 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.600082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d44020c3-4d0b-4c4a-adf9-069526e62cd3 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.601825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2e105a73-aa41-487c-b537-9efab24f4b76 · outbound

This paper cites A survey of data agents: Emerging paradigm or overstated hype?CoRR, abs/2510.23587.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming A survey of data agents: Emerging paradigm or overstated hype?CoRR, abs/2510.23587

Reference 61

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T13:24:40.195544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7da0c341-0803-4ac3-8715-95ab786f1a1b · outbound

This paper cites Fix a frozen controller 𝜋.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Fix a frozen controller 𝜋

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T02:25:56.608179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0c266573-a834-49fd-8109-1dfd25026082 · outbound

This paper cites (7) For fixed 𝜋 and step 𝑡, let 𝑛𝜋 𝑡 be the number of active calibration rows, 𝑓 𝜋 𝑡 the count of false admissions, and𝑠 𝜋 𝑡 the count of clean successes.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming (7) For fixed 𝜋 and step 𝑡, let 𝑛𝜋 𝑡 be the number of active calibration rows, 𝑓 𝜋 𝑡 the count of false admissions, and𝑠 𝜋 𝑡 the count of clean successes

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T02:25:56.614760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8eef0691-7491-4834-bf5e-e93496d331b7 · outbound

This paper cites On held-out calibration traces, let 𝑛𝑡 (𝜃) be the number of active candidate admissions with 𝑟𝑡 (𝑍𝑡 ) ≤𝜃 and 𝑓𝑡 (𝜃) the count of such admissions rejected by hidden evaluation.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming On held-out calibration traces, let 𝑛𝑡 (𝜃) be the number of active candidate admissions with 𝑟𝑡 (𝑍𝑡 ) ≤𝜃 and 𝑓𝑡 (𝜃) the count of such admissions rejected by hidden evaluation

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T02:25:56.593483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 16409179-550a-4002-b99c-fc0f51c2512f · outbound

This paper cites On held-out calibration traces, let 𝑛𝜋 𝑡 be the number of active rows at step 𝑡 under 𝜋, and let 𝑓 probe,𝜋 𝑡 count those rows where both𝐵 𝜖 𝑡 =1and𝑊 probe 𝑡 =1.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming On held-out calibration traces, let 𝑛𝜋 𝑡 be the number of active rows at step 𝑡 under 𝜋, and let 𝑓 probe,𝜋 𝑡 count those rows where both𝐵 𝜖 𝑡 =1and𝑊 probe 𝑡 =1

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T02:25:56.586949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d0a00e24-4d3c-4a29-aeb5-059be202eb71 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.583620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 100a3fd6-7cca-430e-b7fe-040b701bba43 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.590054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 541c4314-5080-4864-99c4-42e17f973efc · outbound

This paper cites The increment Δℎ𝑡 (𝑘, 𝑍𝑡 ) :=ℎ 𝜋 𝑡 (𝑀 ★) −ℎ 𝜋,∅ 𝑡 is the snapshot-on/off LCB gap, used only as a deployment diagnostic; the certificate uses ℎ𝜋 𝑡 (𝑀 ★) directly.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming The increment Δℎ𝑡 (𝑘, 𝑍𝑡 ) :=ℎ 𝜋 𝑡 (𝑀 ★) −ℎ 𝜋,∅ 𝑡 is the snapshot-on/off LCB gap, used only as a deployment diagnostic; the certificate uses ℎ𝜋 𝑡 (𝑀 ★) directly

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T02:25:56.616620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f75dd20a-c690-4d15-82f5-7e097cd9e03b · outbound

This paper cites Assume the stopped-process con- vention of Section 0.1 and the initial-activity conditionPr 𝜋 (𝐴1 )=1.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Assume the stopped-process con- vention of Section 0.1 and the initial-activity conditionPr 𝜋 (𝐴1 )=1

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T02:25:56.573911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3fcbbce8-29b0-460c-9491-88d41eab8a0a · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.575418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bd8dd963-eca7-4ecb-be43-d4ec6984505d · outbound

This paper cites We have 𝜕𝐶𝑇 𝜕 ¯𝑞𝑡 =− Ö 𝑠≠𝑡 (1− ¯𝑞𝑠 ) ≤0, so any reduction in ¯𝑞𝑡 does not decrease𝐶 𝑇.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming We have 𝜕𝐶𝑇 𝜕 ¯𝑞𝑡 =− Ö 𝑠≠𝑡 (1− ¯𝑞𝑠 ) ≤0, so any reduction in ¯𝑞𝑡 does not decrease𝐶 𝑇

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T02:25:56.570679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c0c2d809-4e0f-4e3a-849a-fbf7cffe037e · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.576844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1dab806b-e96e-445e-ae5c-ce5504c62deb · outbound

This paper cites Sasha and the Apartment Purchase.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Sasha and the Apartment Purchase

Reference 73

Resolution: malformed identifier; raw_fallback, observed 2026-07-09T02:25:56.578458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation aa2fcc90-dafa-4321-8c5c-8d8cad540305 · outbound

This paper cites Correct format example: Thought: [Your thought] Next, I will write C++ code to implement this idea.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Correct format example: Thought: [Your thought] Next, I will write C++ code to implement this idea

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T02:25:56.580273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 177a7f7e-71b0-46d1-a02b-1d358d64a55c · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.568996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 28bc7213-f4e4-47f9-8ac9-03b50f564216 · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.567355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4a23e084-f797-4e99-8748-11be51dc1260 · outbound

This paper cites final_answer.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming final_answer

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T02:25:56.585195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1ae4e7a4-5b35-4e6d-895e-51e17c9db8ec · outbound

This paper cites an unresolved cited work.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-07-09T02:25:56.588534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c8c12c28-8b7e-4e04-b625-5f07af72254d · outbound

This paper cites error\_context.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming error\_context

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T02:25:56.581986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6b2f5498-bfcb-4823-a78e-1c6d7e5e0a10 · outbound

This paper cites While implementing divide-and-conquer optimized DP.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming While implementing divide-and-conquer optimized DP

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T02:25:56.560516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2d9cfccd-2547-41fc-b75b-99b34d42b26c · outbound

This paper cites Incorrect subproblem evaluation order in recursion, violating state dependencies.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Incorrect subproblem evaluation order in recursion, violating state dependencies

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T02:25:56.562185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 09e6a97e-4a7a-47d3-aa86-582e36a86923 · outbound

This paper cites Move the recursive call solve(l, mid-1) before computing dp[mid].

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming Move the recursive call solve(l, mid-1) before computing dp[mid]

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T02:25:56.563790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 182c0aeb-7938-4cde-accc-914dc71c8d46 · outbound

This paper cites State dependencies are satisfied; outputs match expected results.

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming State dependencies are satisfied; outputs match expected results

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-07-09T02:25:56.558861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cc8e1845-a574-434a-becf-2847120c6955 · outbound

This paper cites In divide-and-conquer DP optimization, subproblems that the current state depends on must be computed before evaluating dp[mid].

CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming In divide-and-conquer DP optimization, subproblems that the current state depends on must be computed before evaluating dp[mid]

Reference 84

Resolution: malformed identifier; raw_fallback, observed 2026-07-09T02:25:56.565649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers