Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T00:23:32.419860Z
Paper Citation Record · LEDGER
As of 13 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2608.08189.
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 2026-08-12T00:23:32.419860Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 193d6cae-315e-46cc-97f2-7baef7ae9de8 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Large language models as optimizers,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 908d2e65-2a3c-4cda-8819-d678bdee895f · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets ReEvo: Large language models as hyper-heuristics with reflective evolution,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cf4cde9e-93a7-47fb-837a-4b38f53717d6 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Symbolic regression with a learned concept library,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation defae63d-7137-44ea-83a9-9aa71aaa6956 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Synthesizing programmatic reinforcement learning policies with large language model guided search,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b3a3fae3-be09-4b9a-b688-41999696e7f8 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Mathematical discoveries from program search with large language models,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 930f9dc2-26ca-4815-acb8-e1f4307f469a · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets AlphaEvolve: A coding agent for scientific and algorithmic discovery
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5535ae71-1d35-49e0-8ac6-4fbba57a0da2 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Language modeling by language models,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f1b4990a-3000-4d56-91d9-82bcd98d7e91 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets BoTorch: A framework for efficient monte-carlo bayesian optimization,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1d6aa0a1-f80a-4721-9a04-d0ed30e63ec7 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Scalable global optimization via local Bayesian optimization,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0e052a0c-35a4-45df-8ed1-2d2153526038 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Conditioning by adaptive sampling for robust design,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f5fb9f5f-b9c9-4912-85af-f4ad0deb97b7 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Conservative objective models for effective offline model-based optimization,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 76686c23-dc56-479f-9e89-fc12e865c47f · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Generative adversarial model-based optimization via source critic regularization,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8b6ef4f8-2f66-4310-bb2d-c5222954034e · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Fast charging of Li-ion batteries via learning and optimization,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ab791da5-47a3-4a46-a49d-6be020b7a7d3 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets DESiRED: Dynamic, enhanced, and smart iRED: A P4-AQM with deep reinforcement learning and in-band network telemetry,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fb7eb939-55d5-4bc2-b5c2-4d5fd24d830f · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Inverse-designed low-crosstalk CWDM (de)multiplexer assisted by photonic crystals,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3920066a-05b8-4dff-a7dc-5315a0e1ecbe · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets A hierarchical multi-parametric programming approach for dynamic risk-based model predictive quality control,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 45d8d183-f1c4-4829-ba25-1a16cb08ede1 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Inventory management and delivery of perishable products with stochastic demands and risks consideration,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b5ae824b-e3c1-4409-919a-435f0b844000 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Data-driven prediction of battery cycle life before capacity degradation,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5b8ecd23-cdd2-4868-b983-73fa28327b82 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Closed-loop optimization of fast-charging protocols for batteries with machine learning,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation af8d9704-2efa-4832-a781-9dec57692233 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Scalable tail latency estimation for data center networks,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1f0c69e0-6c66-4a92-a34d-9d0481e682df · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Automated optimization of photonic crystal slab cavities,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b3947f15-3e5b-43ee-b188-634a2dd78560 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Gaussian elimination is not optimal,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cb1e3b51-2a2c-428b-ae24-4c192dbafdf5 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Network simulations with the ns-3 simulator,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d3e49245-b4bb-43be-81f0-68134df82dab · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Practical bayesian optimization of machine learning algorithms,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 438f28a1-802a-4bf5-9fe8-7a1b126be93d · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Local fitness landscape of the green fluorescent protein,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fe38ae61-ee58-48a9-85e6-9d64d22f0591 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Evolutionary model type selection for global surrogate modeling,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9dc0b258-e35b-4ac8-bbad-b16e3bda33e7 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Large language models as surrogate models in evolutionary algorithms: A preliminary study,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71c0c644-818e-4a54-a868-dd517db05fdd · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Random early detection gateways for congestion avoidance,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a54e2a4d-4807-4c6f-a847-a1090c785e0b · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Agri-food supply chains with stochastic demands: A multi-period inventory routing problem with perishable products,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2796dbf5-979c-44a6-bae9-fe387399c7bc · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Evolution of heuristics: Towards efficient automatic algorithm design using large language model,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1c1e5662-629a-4cd9-ba60-13bd5d9822b7 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Monte carlo tree search for comprehensive exploration in LLM-based automatic heuristic design,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9fb6f531-1dd8-4875-abb5-1fac428efb0b · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Multi-fidelity Bayesian optimisation with continuous approximations,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4252e36f-e859-4733-bd81-e405c921f014 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Surrogate model assisted cooperative coevolution for large scale opti- mization,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 23254025-656c-4ffd-ad08-f8d12e479da5 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets EZNAS: Evolving zero-cost proxies for neural architecture scoring,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fad1cdae-32e6-4bcc-aff7-c605c94d09ac · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Revolutionizing training-free NAS: Towards efficient automatic proxy discovery via large language models,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ca71d1cd-94cd-43a5-aa2b-45d7470f8694 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Co- evolution of large language models and configuration strategies to enhance surrogate-assisted evolutionary algorithm,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3f76f0c8-75f6-431c-aa14-f618e9ecc723 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Large Language Model-Driven Surrogate-Assisted Evolutionary Algorithm for Expensive Optimization
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf1df43f-a785-47bf-be2a-448689e2ac6a · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Eureka: Human-level reward design via coding large language models,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 12641f5a-27da-4d87-9f62-88534cbb9320 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets LaRes: Evolutionary reinforcement learning with LLM-based adaptive reward search,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2288696a-1393-45d7-bc0f-3312f245dafa · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Beyond Static Evaluation: Co-Evolutionary Mechanisms for LLM-Driven Strategy Evolution in Adversarial Games
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9134d650-8cef-4315-b392-02dac48526c2 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Game-theoretic co-evolution for LLM-based heuristic discovery,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2e12faa9-2bbe-4da1-8ba6-339bcaf7adda · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Self-Evolving Deep Research via Joint Generation and Evaluation
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 736300ee-036c-4c8b-a4b8-badc609630c7 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Python Battery Mathematical Modelling (PyBaMM),
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3db33822-3219-4914-8ab4-572e5b361344 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Machine learning approaches for active queue management: A survey, taxonomy, and future directions,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2aa01573-4865-4e9a-a0e3-986639770701 · outbound
Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets 10 358–10 368
Reference 139
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
No inbound Pith citation observations are available.