Paper Citation Record · LEDGER

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents

As of 9 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 1 inbound Pith citation observation for arXiv:2606.19047.

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

pith.paper-citation-record.v1
2606.19047 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T20:55:39.676641Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-08T15:33:01.138366Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-07-08T15:35:07.133077Z

Reference resolution

31 of 31 outbound references displayed

verified exact0
verified fuzzy0
unresolved28
parse uncertain1
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b8c0e058-d79b-4751-9af9-40086062e81f · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2e41a6a-4a15-4311-97ca-a74cbbfeb0fc · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf37d597-9671-4d93-8a9d-ef46c12b89c5 · outbound

This paper cites This guarantees zero data loss across restart boundaries and lets the curriculum resume where it was interrupted.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents This guarantees zero data loss across restart boundaries and lets the curriculum resume where it was interrupted

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 504d187b-7a67-47b2-8974-a6f3ec679cfe · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efea34bd-4fd8-4752-b3ea-62f8d8a97332 · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce30c291-27fe-4e34-aeb2-75e834649665 · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 204328c8-b4e7-4e6b-b251-d59c33331866 · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d816d676-4017-4e94-ab29-fea82f1c0ac4 · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 8

Resolution: parse uncertain; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3eb179f6-e4d5-42d4-ac05-8ac702439028 · outbound

This paper cites Closed”→“Open.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Closed”→“Open

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0fff012-cb69-4260-9727-4c3d36bf9b19 · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e5e7cf2-b0c1-45ec-9b05-ac377acb7ed6 · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cc7a742-3362-4b44-be73-1f401e5d4b0c · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c2a239c-1ce8-4031-833a-b5f93653e4f0 · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3dbfbcc-db0e-48b6-bb64-aa5da66c7a31 · outbound

This paper cites IMPORTANT: Output exactly{num_turns}queries, one for each turn.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents IMPORTANT: Output exactly{num_turns}queries, one for each turn

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca14355d-315d-4618-b245-6acf43370c00 · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 319cd29a-7bbb-43db-9779-4cb6499e67ed · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c85900a2-09bf-498c-a6ec-90b3a5d20449 · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dc032b1-6ae6-4c92-8179-0a50c19333d1 · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba194d05-8e07-46de-a848-c5897cdc5c6e · outbound

This paper cites Thought Process.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Thought Process

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 064003ea-127b-4eed-8680-06db0d97ccc7 · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f90cb9a5-a6f9-4e99-a65e-03dce640f738 · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cee414f-4abe-457f-af9f-bc5c3278a72b · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cd54499-81c6-4aeb-ba1e-464ddbbe201c · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10ffea8b-78d7-42c5-aee4-9ca1ccbae59e · outbound

This paper cites The pipeline processes each turn sequentially through the following stages:.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents The pipeline processes each turn sequentially through the following stages:

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14729177-8123-4599-aa00-cc451c650aba · outbound

This paper cites HIGH-LEVEL functions are automatically decomposed into sequences of BOTTOM-LEVEL API calls.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents HIGH-LEVEL functions are automatically decomposed into sequences of BOTTOM-LEVEL API calls

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2197174c-5c6c-4d36-affd-1e74ce2b797c · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f1c3020-94ae-4bda-9fe6-112808621927 · outbound

This paper cites The VM maintains a complete environment state (file systems, account balances, database entries, etc.) and returns execution results or error messages.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents The VM maintains a complete environment state (file systems, account balances, database entries, etc.) and returns execution results or error messages

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16fb2c49-588a-4266-b483-5147a9532003 · outbound

This paper cites an unresolved cited work.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f76e2cd9-1ed1-44f9-a8a8-e0192a1e7476 · outbound

This paper cites Use BOTTOM-LEVEL functions only.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Use BOTTOM-LEVEL functions only

Reference 29

Resolution: malformed identifier; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b019b51-d8e0-45b0-b32c-9793d234026f · outbound

This paper cites Patches are accumulated across retries via recursive deep-merge, where later patches override earlier ones for the same field but coexist for different fields.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Patches are accumulated across retries via recursive deep-merge, where later patches override earlier ones for the same field but coexist for different fields

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73f13b9a-0c73-4720-831c-bc783b7f4c04 · outbound

This paper cites Use BOTTOM-LEVEL functions only.

RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents Use BOTTOM-LEVEL functions only

Reference 31

Resolution: malformed identifier; no resolver link, observed 2026-06-26T20:55:39.676641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation dc8dbc5d-bb9b-4e7f-8547-067159f34530 · inbound

CurateEvo: Data-Curation Evolving for Agentic Post-Training cites this paper.

CurateEvo: Data-Curation Evolving for Agentic Post-Training RODS: Reward-Driven Online Data Synthesis for Multi-Turn Tool-Use Agents

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-07-08T15:35:07.134586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.