Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-31T09:14:06.275985Z
Paper Citation Record · LEDGER
As of 14 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2607.24647.
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 2026-07-31T09:14:06.275985Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
44 of 44 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a17d0cc0-80c5-4adf-8985-841ec5924198 · outbound
Efficiency Matters in Autonomous Research AI for Auto-Research: Roadmap & User Guide
Reference 1
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Observation 40c32f8b-e348-471f-ae15-f25e3c5a37c0 · outbound
Efficiency Matters in Autonomous Research Efficient and Robust Automated Machine Learning.Advances in Neural Information Processing Systems, 28:2962–2970, 2015
Reference 2
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Observation fab098b8-9992-4828-b157-8f1be446708a · outbound
Efficiency Matters in Autonomous Research Using Anytime Algorithms in Intelligent Systems.AI Magazine, 17(3): 73–83, 1996
Reference 3
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Observation f0fc237c-c912-432b-bf5c-e1c22255395c · outbound
Efficiency Matters in Autonomous Research Sample Efficiency Matters: A Benchmark for Practical Molecular Optimization
Reference 4
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Observation af5fe338-06b1-4f00-a7dd-8193239c0fb9 · outbound
Efficiency Matters in Autonomous Research AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks?
Reference 5
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Observation 014d3139-4ac7-455c-9dd5-5d7a7a5e2fde · outbound
Efficiency Matters in Autonomous Research Joseph Hoane, Jr., and Feng-hsiung Hsu
Reference 6
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Observation 815ff795-4cb1-4575-96ab-c101e9e07ee7 · outbound
Efficiency Matters in Autonomous Research Unresolved cited work
Reference 7
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Observation d482a3e8-88b4-47cf-8ce0-b27993d34e96 · outbound
Efficiency Matters in Autonomous Research Neural Architecture Search: A Survey
Reference 8
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Observation 26ef978c-3813-4af5-a801-0e64b45b14a4 · outbound
Efficiency Matters in Autonomous Research Unresolved cited work
Reference 9
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Observation 4f9b2949-6efc-45d6-a6ef-5dbbd774eb29 · outbound
Efficiency Matters in Autonomous Research Pawan Kumar, Emilien Dupont, Francisco J
Reference 10
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Observation 76a35d74-3a71-4956-a982-67946e9f847e · outbound
Efficiency Matters in Autonomous Research AlphaEvolve: A coding agent for scientific and algorithmic discovery
Reference 11
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Observation ea047814-a31e-414d-8781-c1581360f055 · outbound
Efficiency Matters in Autonomous Research LLM Powered Autonomous Agents
Reference 12
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Observation 5e6d9105-df26-47c1-9f16-5a1a91d0d002 · outbound
Efficiency Matters in Autonomous Research ReAct: Synergizing Reasoning and Acting in Language Models
Reference 13
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Observation 39492e77-df5e-4f3c-bfc3-a9bcbd667216 · outbound
Efficiency Matters in Autonomous Research Self-Improvements in Modern Agentic Systems: A Survey
Reference 14
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Observation 189f2a5b-fb36-4b1c-a257-4dff184d830d · outbound
Efficiency Matters in Autonomous Research SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Reference 15
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Observation cf244fce-0b16-49bc-8d86-6964475e82d4 · outbound
Efficiency Matters in Autonomous Research MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering
Reference 16
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Observation e974bec8-21c6-4650-8fe4-26ac57e68afb · outbound
Efficiency Matters in Autonomous Research KernelBench: Can LLMs Write Efficient GPU Kernels?
Reference 17
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Unavailable: canonical work link unavailable.
Observation 4082e15f-b500-40b7-96f1-5feb288df4fa · outbound
Efficiency Matters in Autonomous Research RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts
Reference 18
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Unavailable: canonical work link unavailable.
Observation 77c3f561-33fd-4ad2-a7dc-2270ea6f5da8 · outbound
Efficiency Matters in Autonomous Research Miller, Abhishek Charnalia, Derek Dun- field, Carole-JeanWu, PontusStenetorp, NicolaCancedda, JakobNicolausFoerster, andYoram Bachrach
Reference 19
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Observation 247be8f6-fbc4-4b67-89cb-0af3162c01ad · outbound
Efficiency Matters in Autonomous Research AIDE: AI-Driven Exploration in the Space of Code
Reference 20
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Observation f780a597-4fec-40c0-bb4b-7cf7a054c818 · outbound
Efficiency Matters in Autonomous Research Tree of Thoughts: Deliberate Problem Solving with Large Language Models
Reference 21
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Observation 6a1af2cd-80d8-4ebf-ae96-b2c33cca27c7 · outbound
Efficiency Matters in Autonomous Research Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models
Reference 22
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Observation dbffd295-6336-44a9-ba32-d5711868ccdc · outbound
Efficiency Matters in Autonomous Research Reflexion: Language Agents with Verbal Reinforcement Learning
Reference 23
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Observation e53456dd-0862-4194-8350-f47a73b89ea5 · outbound
Efficiency Matters in Autonomous Research Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 25
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Observation cf649050-50c1-4c4e-b054-548db3103e54 · outbound
Efficiency Matters in Autonomous Research Unresolved cited work
Reference 26
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Observation 397f4dc9-2746-4ac7-ac18-96308fe70b5e · outbound
Efficiency Matters in Autonomous Research Lourenço, Olivier C
Reference 27
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Observation 5c1a5d09-797e-4a02-ba50-cca5ce33fdc8 · outbound
Efficiency Matters in Autonomous Research Feo and Mauricio G
Reference 28
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Observation c7652509-f027-4c67-9319-54b6921e147f · outbound
Efficiency Matters in Autonomous Research Unresolved cited work
Reference 29
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Observation 34423918-e0f2-478d-9cdc-430b974120a2 · outbound
Efficiency Matters in Autonomous Research Gomes and Bart Selman
Reference 30
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Observation 82f21be3-9042-4f48-bc8a-869c3b180b18 · outbound
Efficiency Matters in Autonomous Research Finite-time Analysis of the Multiarmed Bandit Problem.Machine Learning, 47(2-3):235–256, 2002
Reference 31
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Observation 32ac642e-e887-4537-a31b-73247a120401 · outbound
Efficiency Matters in Autonomous Research Optimal Speedup of Las Vegas Algo- rithms.Information Processing Letters, 47(4):173–180, 1993
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8b1f9836-3c6c-48f0-943e-65c27bebd9c9 · outbound
Efficiency Matters in Autonomous Research Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization
Reference 33
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Observation b3686a7e-c07e-4b21-ae4e-b9f31ff53108 · outbound
Efficiency Matters in Autonomous Research Portfolio Allocation for Bayesian Optimization
Reference 34
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Observation 5ce88723-b820-45d7-aff1-f984e152556e · outbound
Efficiency Matters in Autonomous Research WiderorDeeper? ScalingLLMInference-TimeComputewithAdaptiveBranchingTreeSearch
Reference 35
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Observation 361dedb0-8dcc-40d4-937f-560098f71636 · outbound
Efficiency Matters in Autonomous Research Compute Allocation in Evolutionary Search: From Depth-Breadth to Multi-Armed Bandits
Reference 36
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Observation 24bb24e5-51c8-44a0-8097-dfc83520928e · outbound
Efficiency Matters in Autonomous Research ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution
Reference 37
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Observation 45dfae37-5711-4656-8470-da3870273c6b · outbound
Efficiency Matters in Autonomous Research Russell and Peter Norvig.Artificial Intelligence: A Modern Approach
Reference 38
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Observation 04d65010-d1e5-4c67-a58a-773eea5eb074 · outbound
Efficiency Matters in Autonomous Research Conjecture Machines: AI Agents and the New Validation Bottleneck in Science
Reference 39
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Observation 7c950d96-a5ef-4104-bb6c-5afee26bd8a2 · outbound
Efficiency Matters in Autonomous Research The Harness Effect: How Orchestration Design Sets the Token Economics of Enterprise Agentic AI
Reference 40
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Observation f653cdfd-f1ff-4a80-84cc-65686d168b12 · outbound
Efficiency Matters in Autonomous Research Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI
Reference 42
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Observation aead5d47-f9b0-4490-8400-2d1097ef4425 · outbound
Efficiency Matters in Autonomous Research Unresolved cited work
Reference 2001
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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d0dcacc1-2661-4b06-844e-7b9dcd486e14 · outbound
Efficiency Matters in Autonomous Research Unresolved cited work
Reference 2016
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Observation 17c1cf40-ef02-4e75-a5dd-8c2f708557f0 · outbound
Efficiency Matters in Autonomous Research Self-Refine: Iterative Refinement with Self-Feedback
Reference 2023
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Observation cb277738-e524-41cb-91c2-f2be7072bf6b · outbound
Efficiency Matters in Autonomous Research Automated Discovery Has No Universally Superior Harness
Reference 2026
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No inbound Pith citation observations are available.