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Paper Citation Record · LEDGER

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness

As of 2 August 2026, this Paper Citation Record lists 90 of 90 outbound references and 1 inbound Pith citation observation for arXiv:2606.18874.

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

pith.paper-citation-record.v1
2606.18874 v3

Coverage vector

measured 90 of 90 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T10:58:06.881291Z

measured 91 of 91 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-02T06:30:47.504484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-09T03:36:57.168246Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T03:45:55.553728Z

Reference resolution

90 of 90 outbound references displayed

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  • verified fuzzy0
  • unresolved90
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d29f84f8-21a9-4f93-94f3-67d81d1cd0c5 · outbound

This paper cites Exploring the role of large language models in the scientific method: from hypothesis to discovery,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Exploring the role of large language models in the scientific method: from hypothesis to discovery,

Reference 1

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source=pdf_text observed=2026-08-02T10:57:56.537360Z digest=sha256:c7dedee466139a5933d01682d0b73e0741fb850910d6b477887326889e85c477

Observation 01636e25-fcbe-421f-9a51-3f08dca2bc01 · outbound

This paper cites From automation to autonomy: A survey on large language models in scientific discovery,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness From automation to autonomy: A survey on large language models in scientific discovery,

Reference 2

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source=pdf_text observed=2026-08-02T10:57:56.710971Z digest=sha256:6562f5f30d15c8b2dbcf89cee28b34a6e14471189cda3478b755d0fca7b9d9a2

Observation d71dc40d-a68c-4cef-a05e-bb438ad77476 · outbound

This paper cites Scibench: Evaluating college-level scientific problem-solving abilities of large language models,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Scibench: Evaluating college-level scientific problem-solving abilities of large language models,

Reference 3

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source=pdf_text observed=2026-08-02T10:57:56.830406Z digest=sha256:a29db204310dcdf8847efaa2ce885d1b2cf469a74ea3dfd47ff4a157f451f1d8

Observation 69d2f453-2fdf-4f6e-84cb-fd531d73a93d · outbound

This paper cites Moba: multifaceted memory-enhanced adaptive planning for efficient mobile task automation,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Moba: multifaceted memory-enhanced adaptive planning for efficient mobile task automation,

Reference 4

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source=pdf_text observed=2026-08-02T10:57:56.955790Z digest=sha256:e5fb3a0a078492d77fcc97f20501c2a4e9bcf151a3a24a388c8de320b84c722c

Observation 0467f895-08e5-4f98-bec0-ed522d4e2462 · outbound

This paper cites Towards end-to-end automation of ai research,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Towards end-to-end automation of ai research,

Reference 5

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source=pdf_text observed=2026-08-02T10:57:57.159904Z digest=sha256:4ce9fc7c28ff36b5656fd95df3c0c3ec7469cb427a44d6c6802e9d4a21b83d4e

Observation a4559b16-fe1e-43c9-96f3-a24bd8120cd7 · outbound

This paper cites The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search

Reference 6

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source=pdf_text observed=2026-08-02T10:57:57.300383Z digest=sha256:e1be78a4c6a7025c713b1f299469f61fbb4254132c66aa0f5f5972913b4ead9c

Observation 8a7b769f-7fd2-40fa-b57a-82bf0b10c2f9 · outbound

This paper cites Evoscientist: Towards multi-agent evolving ai scientists for end-to-end scientific discovery,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Evoscientist: Towards multi-agent evolving ai scientists for end-to-end scientific discovery,

Reference 7

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source=pdf_text observed=2026-08-02T10:57:57.472292Z digest=sha256:6a3f4780c7936d0e8a36bf85e1f363c9b881d4f95511c4af7bdd04e8d8e21b48

Observation 14688eb9-160e-4501-953e-21432be3da89 · outbound

This paper cites Position: Falsify, don’t just discover – AI generated discoveries are NOT born scientific,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Position: Falsify, don’t just discover – AI generated discoveries are NOT born scientific,

Reference 8

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source=pdf_text observed=2026-08-02T10:57:57.627454Z digest=sha256:7dcf7ff3f0ffec9b30165ba587038ceab8a2543e99b12c912950af6234ca5e13

Observation 222fae2e-4321-41fb-af8f-2a9021f97c9b · outbound

This paper cites SafeScientist: Toward Risk-Aware Scientific Discoveries by LLM Agents.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness SafeScientist: Toward Risk-Aware Scientific Discoveries by LLM Agents

Reference 9

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source=pdf_text observed=2026-08-02T10:57:57.743424Z digest=sha256:da46b8a4a868423985960ee54cbfa58e402c082337979d0616cec61e2c06a632

Observation ef8ca28d-bcb1-4f9e-970f-265fac93a22b · outbound

This paper cites Researchagent: Iterative research idea generation over scientific literature with large language models,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Researchagent: Iterative research idea generation over scientific literature with large language models,

Reference 10

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source=pdf_text observed=2026-08-02T10:57:57.864631Z digest=sha256:c6186f1d2b7aabc048ac757ce5d8d5c24528dee9218594d8e004cff233995994

Observation a66df735-cba3-4233-8a78-d6cf4a9d7df9 · outbound

This paper cites Research hypothesis generation over scientific knowledge graphs,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Research hypothesis generation over scientific knowledge graphs,

Reference 11

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source=pdf_text observed=2026-08-02T10:57:58.019394Z digest=sha256:c1f9079a2697d9b747e5427cb6a2f7d438c9ff35f010d8df53c076b48ec6f0db

Observation a7d6da15-8ac3-4bae-8f83-e47f0a4b7e70 · outbound

This paper cites GoAI: Enhancing AI Students' Learning Paths and Idea Generation via Graph of AI Ideas.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness GoAI: Enhancing AI Students' Learning Paths and Idea Generation via Graph of AI Ideas

Reference 12

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source=pdf_text observed=2026-08-02T10:57:58.194904Z digest=sha256:f3c9b8e517e41df8b6e362cddd9f33014bb2e0fafcfb35d37d49121da8053b3f

Observation dc28d74a-0838-42ba-8a33-2a64bf4916dc · outbound

This paper cites Literature meets data: A synergistic approach to hypothesis generation,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Literature meets data: A synergistic approach to hypothesis generation,

Reference 13

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source=pdf_text observed=2026-08-02T10:57:58.339119Z digest=sha256:81e3484ef403603584b0ba5653ad96ee26e106b038a9bb5f90442de4567b9acb

Observation ae7ab91e-b5f7-4c31-9678-c3d79d8e0e3a · outbound

This paper cites Agent contracts: A formal framework for resource-bounded autonomous AI systems,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Agent contracts: A formal framework for resource-bounded autonomous AI systems,

Reference 14

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source=pdf_text observed=2026-08-02T10:57:58.459435Z digest=sha256:4081062639057f99ff759447592436155146ab2bbe294a5d65f8cc44cb510242

Observation 091da433-924c-4720-8a1e-6d6c5d28d5cc · outbound

This paper cites Deepscientist: Advancing frontier-pushing scientific findings progressively,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Deepscientist: Advancing frontier-pushing scientific findings progressively,

Reference 15

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Observation 5ce646dd-6345-40cf-bd27-995adc6448e4 · outbound

This paper cites Ai-researcher: Autonomous scientific innovation,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Ai-researcher: Autonomous scientific innovation,

Reference 16

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source=pdf_text observed=2026-08-02T10:57:58.806566Z digest=sha256:4db28c5bdad67cd451f3a87f1efe9b70dc6bbc279ba895bb37b26f6f851ce830

Observation 6b9e8933-9aae-4107-8ae5-218c08826110 · outbound

This paper cites Toward Autonomous Long-Horizon Engineering for ML Research.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Toward Autonomous Long-Horizon Engineering for ML Research

Reference 17

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source=pdf_text observed=2026-08-02T10:57:58.946160Z digest=sha256:1a02639405c8a661908295ad4dbb329f294bdfd666a6c656f2ecd920948c7d3c

Observation 63824c1f-a75c-4846-a8ec-7452e3ca2078 · outbound

This paper cites Internagent-1.5: A unified agentic framework for long-horizon autonomous scientific discovery,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Internagent-1.5: A unified agentic framework for long-horizon autonomous scientific discovery,

Reference 18

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source=pdf_text observed=2026-08-02T10:57:59.065314Z digest=sha256:af46b689e596a5fd9e5ce86b7d2cc1621f0209351b3d37a98baf9ba2a840e0ba

Observation a142ab03-b51b-46ae-96d7-76ab0dd2024d · outbound

This paper cites ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration

Reference 19

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source=pdf_text observed=2026-08-02T10:57:59.248004Z digest=sha256:3afa253d5540b5fd0b23d79de92b475ee242ebb688252ced3aedf8321f6cb935

Observation 60294926-dbf3-4d9c-aec7-d4c68f365849 · outbound

This paper cites AlphaEvolve: A coding agent for scientific and algorithmic discovery.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 20

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Observation 2c1589c7-55c3-42fe-a973-4e30bfb19b11 · outbound

This paper cites Graph wavenet for deep spatial-temporal graph modeling,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Graph wavenet for deep spatial-temporal graph modeling,

Reference 21

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source=pdf_text observed=2026-08-02T10:57:59.482657Z digest=sha256:ac8e5b5af0d685480a79671a4604d8c0c4764b86f123cf127acf9d33c9563add

Observation 677ce2f5-a8f9-4007-8d25-938d9c8bb408 · outbound

This paper cites Spatial-temporal identity: A simple yet effective baseline for multivariate time series forecasting,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Spatial-temporal identity: A simple yet effective baseline for multivariate time series forecasting,

Reference 22

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source=pdf_text observed=2026-08-02T10:57:59.570828Z digest=sha256:cff9526302ee9a80dafac5c1c51d08fdce6dc61450cb9f9c4d3982fd1663965a

Observation f677ee9d-c3ef-4a4f-b019-067cc05c8faf · outbound

This paper cites Spatio-temporal adaptive embedding makes vanilla transformer sota for traffic forecasting,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Spatio-temporal adaptive embedding makes vanilla transformer sota for traffic forecasting,

Reference 23

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Observation a7c997dc-b4e4-441a-b77e-fbd44fcf155d · outbound

This paper cites A-mem: Agentic memory for llm agents,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness A-mem: Agentic memory for llm agents,

Reference 24

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source=pdf_text observed=2026-08-02T10:57:59.864808Z digest=sha256:31b3e6f2cbb6e98ba32bd6ade14bf765d3946a4c776ac2b69475618d5b460e76

Observation 428e8c6d-e2f2-47eb-bf1c-bdae60c7a40c · outbound

This paper cites Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting

Reference 25

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source=pdf_text observed=2026-08-02T10:57:59.972623Z digest=sha256:dea7e9a025df66d74c435f9cd7c47f8ac7c91e0852b42d9fb8709f5e7b87a6dd

Observation 9d7fb1a4-8b8b-418e-94d9-64d19ff1a5d6 · outbound

This paper cites Pinnacle: A comprehensive benchmark of physics-informed neural networks for solving pdes,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Pinnacle: A comprehensive benchmark of physics-informed neural networks for solving pdes,

Reference 26

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Observation a91d8f02-456b-443a-92a9-cbb5685c2595 · outbound

This paper cites A practical pinn framework for multi-scale problems with multi-magnitude loss terms,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness A practical pinn framework for multi-scale problems with multi-magnitude loss terms,

Reference 27

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Observation daa64f1f-2569-4c6e-b853-70b9368264dd · outbound

This paper cites On the eigenvector bias of fourier feature networks: From regression to solving multi-scale pdes with physics-informed neural networks,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness On the eigenvector bias of fourier feature networks: From regression to solving multi-scale pdes with physics-informed neural networks,

Reference 28

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source=pdf_text observed=2026-08-02T10:58:00.380773Z digest=sha256:4d5d8a7ee7a142fc71ee70fb5e4a75a7d1ce5e148eb5e67b0eb11748ff1f4ea6

Observation 6e3ec1e1-2407-47cd-9a10-2f5107cedc7e · outbound

This paper cites The Semantic Scholar Open Data Platform.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness The Semantic Scholar Open Data Platform

Reference 29

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Observation 0d2f50f4-0646-4695-98ac-90bdcc545645 · outbound

This paper cites MinerU: An Open-Source Solution for Precise Document Content Extraction.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness MinerU: An Open-Source Solution for Precise Document Content Extraction

Reference 30

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source=pdf_text observed=2026-08-02T10:58:00.644405Z digest=sha256:4a7e5a6b6c0049e8631d031c4efd80a1c0df07c2da8ea94fcb0abcfa27b66c86

Observation 1b76d0a5-67b2-4d4f-bb97-a4b4044df04f · outbound

This paper cites DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation

Reference 31

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source=pdf_text observed=2026-08-02T10:58:00.710774Z digest=sha256:a9df70dba061247ea0b8c58f306636fed6ed37aed0d9aee3e82cf4837886056e

Observation 007527ad-6b3a-4862-9287-a9c2c9bb6e9b · outbound

This paper cites Autosurvey: Large language models can automatically write surveys,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Autosurvey: Large language models can automatically write surveys,

Reference 32

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source=pdf_text observed=2026-08-02T10:58:00.829953Z digest=sha256:f598d7f24e3c52da2b46388ab420eb4fd98b1a083db1501360d53e5ac29517b5

Observation ee4cb8a8-a06f-4aec-a9ee-9d3e169642e0 · outbound

This paper cites Deep literature survey automation with an iterative workflow,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Deep literature survey automation with an iterative workflow,

Reference 33

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source=pdf_text observed=2026-08-02T10:58:00.956926Z digest=sha256:33df795afaf37687faf7f4b013034587763afeb41d8549445a7d67a6f71abada

Observation d235565a-f45a-40b1-a849-5ecd608d7126 · outbound

This paper cites Surveyg: A multi-agent llm framework with hierarchical citation graph for automated survey generation,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Surveyg: A multi-agent llm framework with hierarchical citation graph for automated survey generation,

Reference 34

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source=pdf_text observed=2026-08-02T10:58:01.027108Z digest=sha256:e2d40017473d877ff3d6347348915fd71251cdd9913f59fc7fa90c06aeab4432

Observation 089bf987-0aa3-4578-9a34-4597a2431703 · outbound

This paper cites Surveygen-i: Consistent scientific survey generation with evolving plans and memory-guided writing,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Surveygen-i: Consistent scientific survey generation with evolving plans and memory-guided writing,

Reference 35

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source=pdf_text observed=2026-08-02T10:58:01.147786Z digest=sha256:a2fcd41b9de9921c8e5d40fb46ce043ce8c412de37fb4f6f8b7fb0468bcb5a38

Observation 8a3650de-b468-4607-be5a-63f945d04f57 · outbound

This paper cites SurGE: A Benchmark and Evaluation Framework for Scientific Survey Generation.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness SurGE: A Benchmark and Evaluation Framework for Scientific Survey Generation

Reference 36

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source=pdf_text observed=2026-08-02T10:58:01.231167Z digest=sha256:3eeabcad31093ca3bc062b693f145bd777df221cc1e2d2898073614cdd390827

Observation 6e6d73b1-5f6f-402c-8d75-c5da9520281b · outbound

This paper cites SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation

Reference 37

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Observation de060db3-dbd0-491c-99f1-0938d96184b3 · outbound

This paper cites SurveyLens: A Discipline-Aware Benchmark for Automatic Survey Generation.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness SurveyLens: A Discipline-Aware Benchmark for Automatic Survey Generation

Reference 38

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Observation 64a2dcfe-a703-4c65-b085-0503f624af6c · outbound

This paper cites Surveybench: Can llm (-agents) write academic surveys that align with reader needs?.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Surveybench: Can llm (-agents) write academic surveys that align with reader needs?

Reference 39

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Observation 2916538a-0780-408f-9b27-530820234686 · outbound

This paper cites Deepsurvey-bench: Evaluating academic value of automatically generated scientific survey,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Deepsurvey-bench: Evaluating academic value of automatically generated scientific survey,

Reference 40

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Observation 9f4b61b0-b29e-4c0b-af53-d413412f504e · outbound

This paper cites RecurrentGPT: Interactive Generation of (Arbitrarily) Long Text.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness RecurrentGPT: Interactive Generation of (Arbitrarily) Long Text

Reference 41

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Observation acfd0c60-ad93-4e68-9d0b-bc492d4a59c0 · outbound

This paper cites Agentic autosurvey: Let llms survey llms,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Agentic autosurvey: Let llms survey llms,

Reference 42

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Observation 3d368d27-e187-411f-9ced-9cc5bdfde3e5 · outbound

This paper cites Dynamic cheatsheet: Test-time learning with adaptive memory,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Dynamic cheatsheet: Test-time learning with adaptive memory,

Reference 43

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Observation 3ee05cf0-5e94-4e2f-9687-6e023e8b74c5 · outbound

This paper cites TAME: A Trustworthy Test-Time Evolution of Agent Memory with Systematic Benchmarking.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness TAME: A Trustworthy Test-Time Evolution of Agent Memory with Systematic Benchmarking

Reference 44

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Observation ddd17128-df7f-45dd-aa98-3f6b6059d22f · outbound

This paper cites Learning hierarchical procedural memory for llm agents through bayesian selection and contrastive refinement,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Learning hierarchical procedural memory for llm agents through bayesian selection and contrastive refinement,

Reference 45

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Observation cc4cea1a-d029-4105-a364-570102a40c3a · outbound

This paper cites A survey on the memory mechanism of large language model-based agents,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness A survey on the memory mechanism of large language model-based agents,

Reference 46

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Observation 7691a8b0-0fed-4987-9fac-4c395a527046 · outbound

This paper cites Kvcomm: Online cross-context kv-cache communication for efficient llm-based multi-agent systems,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Kvcomm: Online cross-context kv-cache communication for efficient llm-based multi-agent systems,

Reference 47

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Observation 8a9677a9-d7db-4213-81ec-aa72934cc315 · outbound

This paper cites Agentauditor: Human-level safety and security evaluation for llm agents,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Agentauditor: Human-level safety and security evaluation for llm agents,

Reference 48

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Observation 0cfd26ea-35ef-4e86-a9f0-8c8a1229b3ef · outbound

This paper cites A-memguard: A proactive defense framework for llm-based agent memory,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness A-memguard: A proactive defense framework for llm-based agent memory,

Reference 49

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Observation b3374841-0184-49dd-aaa6-fb75238f172e · outbound

This paper cites Trinityguard: A unified framework for safeguarding multi-agent systems,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Trinityguard: A unified framework for safeguarding multi-agent systems,

Reference 50

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Observation 46235c89-cb7b-4f6e-a8db-010e2367cc3a · outbound

This paper cites Reflexion: Language agents with verbal reinforcement learning,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Reflexion: Language agents with verbal reinforcement learning,

Reference 51

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Observation e27dfd05-95c0-4970-939b-5b50296abf6c · outbound

This paper cites Analogagent: Self-improving analog circuit design automation with llm agents,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Analogagent: Self-improving analog circuit design automation with llm agents,

Reference 52

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Observation 959bd088-d6db-48ba-ac09-c1ccfe3bd5a7 · outbound

This paper cites Automanual: Constructing instruction manuals by llm agents via interactive environmental learning,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Automanual: Constructing instruction manuals by llm agents via interactive environmental learning,

Reference 53

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Observation a8b8372e-5fe1-4590-8174-ce36162e0a49 · outbound

This paper cites Pruning minimal reasoning graphs for efficient retrieval-augmented generation,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Pruning minimal reasoning graphs for efficient retrieval-augmented generation,

Reference 54

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Observation e921b36c-9f53-4ad5-a5e0-6174405e332e · outbound

This paper cites Buzz: Beehive-structured sparse kv cache with segmented heavy hitters for efficient llm inference,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Buzz: Beehive-structured sparse kv cache with segmented heavy hitters for efficient llm inference,

Reference 55

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Observation 608757be-441f-40a6-84af-1fbefe31a80b · outbound

This paper cites Walk wisely on graph: Knowledge graph reasoning with dual agents via efficient guidance-exploration,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Walk wisely on graph: Knowledge graph reasoning with dual agents via efficient guidance-exploration,

Reference 56

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Observation 66af6697-0bf9-4498-813f-152d27e806f8 · outbound

This paper cites MapAgent: Trajectory-Constructed Memory-Augmented Planning for Mobile Task Automation.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness MapAgent: Trajectory-Constructed Memory-Augmented Planning for Mobile Task Automation

Reference 57

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Observation 5c18c33a-080f-41ea-a289-8c2fc20ca4e3 · outbound

This paper cites In prospect and retrospect: Reflective memory management for long-term personalized dialogue agents,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness In prospect and retrospect: Reflective memory management for long-term personalized dialogue agents,

Reference 58

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Observation 09289800-f425-4f27-be58-133d3cdca2cf · outbound

This paper cites Cogmem: A cognitive memory architecture for sustained multi-turn reasoning in large language models,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Cogmem: A cognitive memory architecture for sustained multi-turn reasoning in large language models,

Reference 59

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Observation 0586b077-4671-4c76-98c4-8939e3aa297d · outbound

This paper cites Cortex: Achieving {Low-Latency},{Cost-Efficient} remote data access for {LLM} via {Semantic-Aware} knowledge caching,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Cortex: Achieving {Low-Latency},{Cost-Efficient} remote data access for {LLM} via {Semantic-Aware} knowledge caching,

Reference 60

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Observation f6726734-04fc-4d18-839e-ca35452695a5 · outbound

This paper cites Knowing you don’t know: Learning when to continue search in multi-round rag through self-practicing,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Knowing you don’t know: Learning when to continue search in multi-round rag through self-practicing,

Reference 61

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Observation 8f303a4e-fca1-420e-a5bb-ab9632849abc · outbound

This paper cites Dynamic quality-latency aware routing for llm inference in wireless edge-device networks,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Dynamic quality-latency aware routing for llm inference in wireless edge-device networks,

Reference 62

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Observation 9f328bfd-052a-4227-abde-1f830e313aa4 · outbound

This paper cites Evaluating very long-term conversational memory of llm agents,.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Evaluating very long-term conversational memory of llm agents,

Reference 63

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Observation 9b691d21-c9cf-4698-b067-d52300a1143e · outbound

This paper cites Describe prerequisites, trade-offs, design choices, or potential defects.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Describe prerequisites, trade-offs, design choices, or potential defects

Reference 64

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Observation 003fd02b-47a1-4976-8333-57ce46c618c7 · outbound

This paper cites Do not paraphrase or fabricate.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Do not paraphrase or fabricate

Reference 65

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Observation f53db9b9-2305-43fd-a899-222e1f0fd4d3 · outbound

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Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Unresolved cited work

Reference 66

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Observation c2253bdb-661f-41cb-a14e-1d7b839762c3 · outbound

This paper cites PRIORITY: RECALL.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness PRIORITY: RECALL

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Observation d9e775ce-14f5-4a2e-8bb7-8ce5f48b9200 · outbound

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Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Unresolved cited work

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Observation 4402a2b3-110c-4435-bdc8-d36ce22c8c56 · outbound

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Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Unresolved cited work

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Observation 2ec5ab15-4494-4e99-92d3-3134bdebb774 · outbound

This paper cites Grounding constraints: 59 Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness - Cite only papers supplied in the input.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Grounding constraints: 59 Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness - Cite only papers supplied in the input

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Observation 48777352-5a28-4088-afe9-f10958caf4e0 · outbound

This paper cites 60 Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness.

Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness 60 Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness

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Observation 01b43229-67d6-4946-bd29-b4bc5c667ef7 · outbound

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Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Unresolved cited work

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Observation 49f32bc0-b54a-4b37-a30f-ed248a718b66 · outbound

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Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Unresolved cited work

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Observation b7f9f89b-5d42-4f8a-a3c6-8fa31b46c8d4 · outbound

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Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Unresolved cited work

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Observation 881bbf36-e0fc-4622-8058-789ad112f9f3 · outbound

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Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Unresolved cited work

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Observation 7123da70-17f7-486d-95f7-7644e9608774 · outbound

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Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Unresolved cited work

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Observation f9be8d3d-0f0a-40e4-9d24-02a3729bbcfc · outbound

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Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Unresolved cited work

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Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Unresolved cited work

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Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Research-integrity checks:

Reference 86

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Reference 87

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Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Unresolved cited work

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Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness Refinement rules: - Verify every reported issue before changing the report

Reference 90

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Pith citing papers

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Recursive Self-Improvement in AI: From Bounded Self-Refinement to Autonomous Research Loops Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness

Reference 185

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