Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-15T08:28:47.531769Z
Paper Citation Record · LEDGER
As of 3 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 1 inbound Pith citation observation for arXiv:2603.19044.
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 2026-05-15T08:28:47.531769Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-11T19:11:37.739920Z
A source-named dated measurement, never combined with another source.
Source: cited_works
16 of 16 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation dc073be3-df1a-460c-b0c0-2a144234469e · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation a791e775-48b8-4723-a344-23b6e5b58918 · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 19036c7c-b50e-4910-aada-bc66fb9f307e · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models Yixuan Weng, Minjun Zhu, Guangsheng Bao, Hongbo Zhang, Jindong Wang, Yue Zhang, and Linyi Yang
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 515de110-0285-4474-a882-eb8ec047c0e5 · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models CycleResearcher: Improving Automated Research via Automated Review
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 05a22b1f-6c99-427e-bca4-14afd1c2c995 · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 207b58b7-0be3-4fd8-a58d-7a6115ca907f · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 72a9d75c-96d8-4789-b84f-69ff8dec8909 · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models Multimodal LLMs show strong multimodal understanding, reasoning, and interaction capabilities
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 39c506d2-49ed-4383-a6e9-fe14a8862778 · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 8eddb8d5-9013-4378-8a90-466213bf5226 · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models Domain Expert
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 48c13078-a865-4260-8fd1-15051bec71d0 · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 3e6f0dd1-9730-4121-a155-2af9871c82b9 · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models Hint-Before-Solving
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 7fb781d0-ada1-471d-988d-9004b8adc3b3 · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 11522879-fd8c-45fc-a61b-cca670f64ddc · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models • Apply reinforcement learning frameworks such as PPO augmented clearly by detailed success outcomes linked closely with baseline predictions to elevate derived qualitative outputs
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 64d6c7c4-4720-4b35-b7e9-028ebfd2057c · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models • Platform parallel functionality with measures from constructs like STaR experience loops to individually assay sourced plan evaluations validating emergence effects
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 1874bc5d-0c09-4dc3-8229-7727b6aa6241 · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 0f029eb0-3e29-4917-ba4c-cee2535c3d75 · outbound
MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models The method must be lightweight — no auxiliary tasks or new data sets — merely using the existing local model parameters.[
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation b7af7ab0-ef18-456b-8daf-4be8bcad7f5b · inbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.