Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-11T19:11:37.739920Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 1 inbound Pith citation observation for arXiv:2607.04439.
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 2026-07-11T19:11:37.739920Z
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, observed 2026-08-02T08:44:29.316861Z
A source-named dated measurement, never combined with another source.
Source: cited_works
63 of 63 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5858b615-9b81-48f2-b88d-bc07352ac8db · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes SPECTER2 model card, 2026
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Observation 5a52025c-6cc3-4fe9-b24b-cd2d9fb534fa · outbound
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Observation 11516208-1c9e-46b9-aa5f-e62f5df4541e · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Agentic AI scientists are not built for autonomous scientific discovery, 2026
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ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes SPECTER: Document-level Representation Learning using Citation-informed Transformers
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Observation 78b2de72-682c-4ed4-a3c1-4649e7b6c9b9 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Graphmind: Interactive novelty assessment system for accelerating scientific discovery, 2025
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Observation 8bb6ce42-fd5f-4e52-b039-3210ae88d3f5 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Graphs of research: Citation evolution graphs as supervision for research idea gener- ation, 2026
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ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes IRIS: Interactive Research Ideation System for Accelerating Scientific Discovery
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ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes EigenGame: PCA as a nash equilibrium
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Observation 1ef17313-5f97-4772-b7c3-0356fc25c282 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Towards an AI co-scientist,
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Observation 4a9772eb-7826-420f-b5fa-0c2f22aca092 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Towards an AI co-scientist
Reference 12
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Observation ef7d9049-c32b-46ab-87c1-45b114de0531 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes BERTopic: Neural topic modeling with a class-based TF-IDF procedure
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Observation b7af7ab0-ef18-456b-8daf-4be8bcad7f5b · outbound
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
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Observation 6f317558-74f4-4c0e-95b9-f8e9d07e82a0 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Interesting Scientific Idea Generation using Knowledge Graphs and LLMs: Evaluations with 100 Research Group Leaders
Reference 15
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Observation 1454759b-7df1-47f2-8061-9b42e943007c · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes IdeaBench: Benchmarking Large Language Models for Research Idea Generation
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Observation edba9d29-704b-4b54-a07e-fdb0cdfe218b · outbound
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Observation 8da4d669-bd85-491c-b638-84d24f8c3578 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas
Reference 18
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Observation ef51b799-59ae-4bb0-b8eb-fcb3c5247036 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Unresolved cited work
Reference 19
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Observation 13b06379-7b3c-4460-a0c3-7271dafcdf98 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Hindsight: Evaluating LLM-generated research ideas via future impact, 2026
Reference 20
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Observation b9069676-4dbb-46d2-8db3-b38233bf83ac · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Kingma and Ruiqi Gao
Reference 21
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Observation a769291b-500d-4577-b924-fcbeffcc1e7b · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Fine-tuning can dis- tort pretrained features and underperform out-of-distribution
Reference 22
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Observation 722f3a1c-aed6-4d42-9931-4776d30eebfb · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Motivgraph-soiq: Integrating motivational knowledge graphs and socratic dialogue for enhanced LLM ideation, 2025
Reference 23
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Observation 7ba5a41b-6236-4ab1-861a-0ab563b50014 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
Reference 24
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Observation e6ea3bd4-338d-4296-b5bc-24dce0d7c35b · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes MIRAI: Prediction and generation of high-impact academic research, 2026
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Observation 1e88b67e-5c2c-4c90-9a4b-a062554e6766 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes A Vision for Auto Research with LLM Agents
Reference 26
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Observation eeff88fc-8e64-4d50-923d-f7934a1e84af · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Sci-reasoning: A dataset decoding AI innovation pat- terns, 2026
Reference 27
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Observation 629ec346-a191-467f-84d7-b657982983f0 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Augmenting research ideation with data: An empirical investigation in social science, 2025
Reference 28
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Observation 5e3cc368-8abf-45fc-92aa-83f6af3c85c2 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition
Reference 29
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Observation 55249198-dbe6-4179-addf-1e5928e1ea17 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 30
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Observation c007e650-d510-4ae3-9759-8fcf56a26d99 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes hdbscan: Hierarchical density based clustering.Journal of Open Source Software, 2(11):205, 2017
Reference 31
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Observation 456fe365-5912-42ea-b36f-35bd71ead38b · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction
Reference 32
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Observation 565a64fd-f50b-439b-87dc-5e39b53f5825 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes SAM as an optimal relaxation of bayes
Reference 33
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Observation 9c3c226c-bb31-4630-9382-4f7e59bda716 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Embeddings, 2026
Reference 34
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Observation 9c6a85e0-9c1b-401e-a614-0787cd411a66 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Openreview documentation: Using the api, 2026
Reference 35
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Observation 7089f488-7244-44b6-b19f-033139c1cbef · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes AI Idea Bench 2025: AI Research Idea Generation Benchmark
Reference 36
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Observation 5da33298-f617-4576-a26a-c06a3b04e841 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Human-LLM Compound System for Scientific Ideation through Facet Recombination and Novelty Evaluation
Reference 37
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Observation 145aaee6-ec7a-4b87-acf2-71fb3d2bfd13 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Towards scientific intelli- gence: A survey of LLM-based scientific agents, 2025
Reference 38
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Observation ac0a869b-0005-4a0b-9248-4a47ca0aa4c3 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Evaluating novelty in AI-generated research plans using multi-workflow LLM pipelines, 2025
Reference 39
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Observation fe2a9e41-36d6-41b6-a7b3-0aed60b3ed66 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Toolformer: Language Models Can Teach Themselves to Use Tools
Reference 40
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Observation c50b0ba7-739e-4d5a-8327-6a0471906469 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Agent Laboratory: Using LLM Agents as Research Assistants
Reference 41
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Observation 475ac636-c76f-41f3-ae26-d6e1507390a6 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Is this idea novel? an automated benchmark for judgment of research ideas, 2026
Reference 42
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Observation d3d0996d-5610-4056-b293-dc33aaa5aeee · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Semantic scholar graph api, 2026
Reference 43
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Observation a9de907d-d384-4e6a-af5a-8525f15a2ace · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Literature-Grounded Novelty Assessment of Scientific Ideas
Reference 44
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Observation e1765424-2c7c-4767-ba03-e67c5873a375 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Navigating ideation space: Decomposed conceptual representations for positioning scientific ideas, 2026
Reference 45
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Observation 1aa1b5ea-6b5f-4e98-ad7c-3f15b4a5674e · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas
Reference 46
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Observation 8e8367a0-28f1-453a-9ad4-9a5feb8dcdd6 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers
Reference 47
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Observation 15d7cb8b-f278-4772-8317-4d2e41e45b46 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes SciRepEval: A Multi-Format Benchmark for Scientific Document Representations
Reference 48
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Observation bae67cd9-70b6-4054-90fd-236eba2798e7 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System
Reference 49
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Observation 87021c85-2b4d-4e06-aea1-4721e2364665 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes AI-Researcher: Autonomous Scientific Innovation
Reference 50
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Observation 6a246de9-4b64-4fb7-ac61-6542b8393e02 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes AI can learn scientific taste, 2026
Reference 51
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Observation 237da6bb-8e98-4254-b061-de7a09363a47 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Why LLMs aren’t scientists yet: Lessons from four autonomous research attempts, 2026
Reference 52
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ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Learning to Predict Future-Aligned Research Proposals with Language Models
Reference 53
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ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes FlowPIE: Test-time scientific idea evolution with flow-guided literature exploration, 2026
Reference 54
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Observation 35a56f4c-d5ca-47db-99e1-0b96e5a0dbaf · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Reference 55
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Observation 2c66d0b1-a6ba-411f-9315-b777d9679cfd · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes NovBench: Evaluating Large Language Models on Academic Paper Novelty Assessment
Reference 56
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Observation 722bf69f-21f7-4572-9b20-c4d742c57c71 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes ReAct: Synergizing Reasoning and Acting in Language Models
Reference 59
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Observation 99c3b25b-8cbb-4dbc-b66e-fae61c1c0384 · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Opennovelty: An LLM-powered agentic system for verifiable scholarly novelty assessment, 2026
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Observation c85d9ac5-50b5-4cd3-88b0-1e4b55ed4f18 · outbound
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Reference 61
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Observation 1e4fa9b2-32f4-4bcf-b7aa-8ed38ec760fb · outbound
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Observation fc7d43ac-0521-43a6-9413-067ccd8ee38d · outbound
ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Nguyen, Baixuan Xu, Zhaowei Wang, Jiayang Cheng, Hong Ting Tsang, Weiqi Wang, Jiaxin Bai, Tianqing Fang, Yangqiu Song, Ginny Y
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Observation f6bc8bd6-9925-43b4-9077-dfcd8b633ba4 · inbound
ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes
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