Paper Citation Record · LEDGER

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models

As of 4 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2607.18006.

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

pith.paper-citation-record.v1
2607.18006 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T16:27:59.369199Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+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

35 of 35 outbound references displayed

verified exact0
verified fuzzy0
unresolved32
parse uncertain3
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1f11a536-74f8-4725-aecc-df04d89b869c · outbound

This paper cites Training language models to reason efficiently , url =.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Training language models to reason efficiently , url =

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:55.403950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e879c3e6-9204-4e84-8e3a-e9153cfd1c97 · outbound

This paper cites an unresolved cited work.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:55.507433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2537a7cf-e35f-4445-baef-594c86e7bbef · outbound

This paper cites An empirical study on eliciting and improving.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models An empirical study on eliciting and improving

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:55.701447Z

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Observation aa65e37e-90d0-4960-bce0-c2a44cb976bd · outbound

This paper cites Christiano and Jan Leike and Tom B.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Christiano and Jan Leike and Tom B

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:55.863790Z

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Unavailable: canonical work link unavailable.

Observation ee983df6-3c37-411f-8685-9488804ea4f2 · outbound

This paper cites Process reinforcement through implicit rewards , url =.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Process reinforcement through implicit rewards , url =

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:56.122478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53b21f1a-c083-4c01-9aa9-bd0c14aaca8f · outbound

This paper cites Reinforcement learning for reasoning in small.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Reinforcement learning for reasoning in small

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:56.294786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39fc7620-3b95-40d1-8514-9197a9bc0d27 · outbound

This paper cites an unresolved cited work.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:56.446088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0b6a909-68f7-4f7f-a4bf-6a40bba1ed7e · outbound

This paper cites Tenenbaum and Igor Mordatch , journal =.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Tenenbaum and Igor Mordatch , journal =

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:56.620218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a08082a-1d71-435d-b5b7-7bbdd4f70fac · outbound

This paper cites Rae and Laurent Sifre , journal =.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Rae and Laurent Sifre , journal =

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:56.779095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fe24059-8875-4d9a-8597-c13ca83c4bf6 · outbound

This paper cites Hu and Yelong Shen and Phillip Wallis and Zeyuan Allen-Zhu and Yuanzhi Li and Shean Wang and Lu Wang and Weizhu Chen , journal =.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Hu and Yelong Shen and Phillip Wallis and Zeyuan Allen-Zhu and Yuanzhi Li and Shean Wang and Lu Wang and Weizhu Chen , journal =

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:56.948605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e268f8d0-5925-4ee2-8167-70bd29029657 · outbound

This paper cites Aligning language models with offline learning from human feedback , url =.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Aligning language models with offline learning from human feedback , url =

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:57.110746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 202b353d-1000-4bf1-b2a5-d6aa9583e2fb · outbound

This paper cites an unresolved cited work.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:57.194081Z

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Observation 99abe00c-f04c-4391-9b7f-8baba8c55339 · outbound

This paper cites an unresolved cited work.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Unresolved cited work

Reference 13

Resolution: parse uncertain; no resolver link, observed 2026-08-01T16:27:57.257497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d346f2a6-2c46-485a-8bae-4b4b6ecd79c2 · outbound

This paper cites Encouraging divergent thinking in large language models through multi-agent debate , url =.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Encouraging divergent thinking in large language models through multi-agent debate , url =

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:57.310241Z

Source-reported events for the cited work

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Observation 789a0f5d-c0dd-4837-a158-1c208722b1c5 · outbound

This paper cites an unresolved cited work.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:57.393564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 681c953c-df0d-48af-8e5e-d81c6268cded · outbound

This paper cites Let's verify step by step , url =.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Let's verify step by step , url =

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:57.442090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7b58bcd-32d2-4ae1-8b72-bac85c1fd75a · outbound

This paper cites an unresolved cited work.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Unresolved cited work

Reference 17

Resolution: parse uncertain; no resolver link, observed 2026-08-01T16:27:57.448973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d583203-0413-43ad-90bf-bc7f55f3baf8 · outbound

This paper cites Decoupled weight decay regularization , url =.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Decoupled weight decay regularization , url =

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:57.472924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db91a171-d5ef-44c3-8d85-b9c703139881 · outbound

This paper cites Tang and Manan Roongta and Colin Cai and Jeffrey Luo and Li Erran Li and Raluca Ada Popa and Ion Stoica , note =.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Tang and Manan Roongta and Colin Cai and Jeffrey Luo and Li Erran Li and Raluca Ada Popa and Ion Stoica , note =

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:57.567065Z

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Observation 661d5186-70ea-4bd4-b432-869bd540527d · outbound

This paper cites an unresolved cited work.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:57.698910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c518ff40-7516-4c96-9051-46ee4fd284c9 · outbound

This paper cites an unresolved cited work.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:57.851559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation deaed43f-98b8-4a3f-9a69-5dc13f9cc25f · outbound

This paper cites an unresolved cited work.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Unresolved cited work

Reference 22

Resolution: parse uncertain; no resolver link, observed 2026-08-01T16:27:57.948759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e02256b-6be4-48c7-a571-151db92e06ee · outbound

This paper cites an unresolved cited work.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:58.081063Z

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Unavailable: canonical work link unavailable.

Observation e4ae42e5-d29d-4bed-8c53-30aa88025b15 · outbound

This paper cites an unresolved cited work.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:58.237817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1be8d935-5523-4508-9678-d1c292aa7113 · outbound

This paper cites an unresolved cited work.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:58.392378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20557ec1-8d05-425a-91e8-17c0fd7219c6 · outbound

This paper cites Tenenbaum and Antonio Torralba and Shuang Li and Igor Mordatch , journal =.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Tenenbaum and Antonio Torralba and Shuang Li and Igor Mordatch , journal =

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:58.510618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1db38d7b-e75b-4524-85dd-aef9b38528a9 · outbound

This paper cites Offline Reinforcement Learning for.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Offline Reinforcement Learning for

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:58.615158Z

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Observation 146ef1e4-0700-4636-a7d6-274c49a32241 · outbound

This paper cites Tina: Tiny reasoning models via.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Tina: Tiny reasoning models via

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:58.726551Z

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Observation 3b57f0a6-b9fe-4f06-a3e7-d2082c230624 · outbound

This paper cites Le and Ed H.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Le and Ed H

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:58.800145Z

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Observation 3d919d21-9b24-4900-a6ed-ab7eeb8ecfb1 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models , url =.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Chain-of-thought prompting elicits reasoning in large language models , url =

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:58.908730Z

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Unavailable: canonical work link unavailable.

Observation 3a0a30a4-3ebd-4b1d-b273-55298ba667df · outbound

This paper cites Towards large reasoning models: A survey of reinforced reasoning with large language models , url =.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Towards large reasoning models: A survey of reinforced reasoning with large language models , url =

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:59.030312Z

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Unavailable: canonical work link unavailable.

Observation 8c7e0609-fc24-44d9-8922-c7190dd919bb · outbound

This paper cites Griffiths and Yuan Cao and Karthik Narasimhan , journal =.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Griffiths and Yuan Cao and Karthik Narasimhan , journal =

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:59.138476Z

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Unavailable: canonical work link unavailable.

Observation 2a060402-f705-4c0f-9927-df78b2e64e89 · outbound

This paper cites an unresolved cited work.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:59.245988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 249b5484-1bd8-4b5b-82b3-d547fac87604 · outbound

This paper cites What's behind.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models What's behind

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:59.351582Z

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Observation 7fccc60f-d235-469d-a747-7396aedca89a · outbound

This paper cites an unresolved cited work.

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T16:27:59.369199Z

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Pith citing papers

No inbound Pith citation observations are available.