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Paper Citation Record · LEDGER

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets

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.

pith.paper-citation-record.v1
2608.08189 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:23:32.419860Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

45 of 45 outbound references displayed

  • verified exact3
  • verified fuzzy37
  • unresolved4
  • parse uncertain0
  • malformed identifier1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 193d6cae-315e-46cc-97f2-7baef7ae9de8 · outbound

This paper cites Large language models as optimizers,.

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Large language models as optimizers,

Reference 1

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 908d2e65-2a3c-4cda-8819-d678bdee895f · outbound

This paper cites ReEvo: Large language models as hyper-heuristics with reflective evolution,.

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

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raw_fallback, observed 2026-08-12T00:23:33.061792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation cf4cde9e-93a7-47fb-837a-4b38f53717d6 · outbound

This paper cites Symbolic regression with a learned concept library,.

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Symbolic regression with a learned concept library,

Reference 3

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation defae63d-7137-44ea-83a9-9aa71aaa6956 · outbound

This paper cites Synthesizing programmatic reinforcement learning policies with large language model guided search,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:33.044839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation b3a3fae3-be09-4b9a-b688-41999696e7f8 · outbound

This paper cites Mathematical discoveries from program search with large language models,.

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

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verified fuzzy
raw_fallback, observed 2026-08-12T00:23:33.036094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 930f9dc2-26ca-4815-acb8-e1f4307f469a · outbound

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

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

Resolution
unresolved
no resolver link, observed 2026-08-12T00:23:32.141701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5535ae71-1d35-49e0-8ac6-4fbba57a0da2 · outbound

This paper cites Language modeling by language models,.

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Language modeling by language models,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:33.027666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation f1b4990a-3000-4d56-91d9-82bcd98d7e91 · outbound

This paper cites BoTorch: A framework for efficient monte-carlo bayesian optimization,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:33.018713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 1d6aa0a1-f80a-4721-9a04-d0ed30e63ec7 · outbound

This paper cites Scalable global optimization via local Bayesian optimization,.

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Scalable global optimization via local Bayesian optimization,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:33.010010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 0e052a0c-35a4-45df-8ed1-2d2153526038 · outbound

This paper cites Conditioning by adaptive sampling for robust design,.

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Conditioning by adaptive sampling for robust design,

Reference 10

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation f5fb9f5f-b9c9-4912-85af-f4ad0deb97b7 · outbound

This paper cites Conservative objective models for effective offline model-based optimization,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.991819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 76686c23-dc56-479f-9e89-fc12e865c47f · outbound

This paper cites Generative adversarial model-based optimization via source critic regularization,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.974357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 8b6ef4f8-2f66-4310-bb2d-c5222954034e · outbound

This paper cites Fast charging of Li-ion batteries via learning and optimization,.

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

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.237172Z digest=sha256:91e1323f3ae482e9def014896314ab949f3559b66cda775a28a6b2df69e1dc79

Observation ab791da5-47a3-4a46-a49d-6be020b7a7d3 · outbound

This paper cites DESiRED: Dynamic, enhanced, and smart iRED: A P4-AQM with deep reinforcement learning and in-band network telemetry,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.956353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation fb7eb939-55d5-4bc2-b5c2-4d5fd24d830f · outbound

This paper cites Inverse-designed low-crosstalk CWDM (de)multiplexer assisted by photonic crystals,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.947379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.243960Z digest=sha256:bcdd3503ac4a8298388805bfe4ea6f13d1a4c9c64e1840cd4aec69cc59f43ac5

Observation 3920066a-05b8-4dff-a7dc-5315a0e1ecbe · outbound

This paper cites A hierarchical multi-parametric programming approach for dynamic risk-based model predictive quality control,.

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

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 45d8d183-f1c4-4829-ba25-1a16cb08ede1 · outbound

This paper cites Inventory management and delivery of perishable products with stochastic demands and risks consideration,.

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

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation b5ae824b-e3c1-4409-919a-435f0b844000 · outbound

This paper cites Data-driven prediction of battery cycle life before capacity degradation,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.919954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 5b8ecd23-cdd2-4868-b983-73fa28327b82 · outbound

This paper cites Closed-loop optimization of fast-charging protocols for batteries with machine learning,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.910657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation af8d9704-2efa-4832-a781-9dec57692233 · outbound

This paper cites Scalable tail latency estimation for data center networks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.901293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 1f0c69e0-6c66-4a92-a34d-9d0481e682df · outbound

This paper cites Automated optimization of photonic crystal slab cavities,.

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Automated optimization of photonic crystal slab cavities,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.891330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation b3947f15-3e5b-43ee-b188-634a2dd78560 · outbound

This paper cites Gaussian elimination is not optimal,.

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Gaussian elimination is not optimal,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.882559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation cb1e3b51-2a2c-428b-ae24-4c192dbafdf5 · outbound

This paper cites Network simulations with the ns-3 simulator,.

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Network simulations with the ns-3 simulator,

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.873277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation d3e49245-b4bb-43be-81f0-68134df82dab · outbound

This paper cites Practical bayesian optimization of machine learning algorithms,.

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Practical bayesian optimization of machine learning algorithms,

Reference 24

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 438f28a1-802a-4bf5-9fe8-7a1b126be93d · outbound

This paper cites Local fitness landscape of the green fluorescent protein,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.864285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation fe38ae61-ee58-48a9-85e6-9d64d22f0591 · outbound

This paper cites Evolutionary model type selection for global surrogate modeling,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.855162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation 9dc0b258-e35b-4ac8-bbad-b16e3bda33e7 · outbound

This paper cites Large language models as surrogate models in evolutionary algorithms: A preliminary study,.

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

Resolution
unresolved
no resolver link, observed 2026-08-12T00:23:32.281649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 71c0c644-818e-4a54-a868-dd517db05fdd · outbound

This paper cites Random early detection gateways for congestion avoidance,.

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Random early detection gateways for congestion avoidance,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.841258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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Observation a54e2a4d-4807-4c6f-a847-a1090c785e0b · outbound

This paper cites Agri-food supply chains with stochastic demands: A multi-period inventory routing problem with perishable products,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.832625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.288487Z digest=sha256:ca4c2abd0599bd86b2f75baf6581db2f2939e869581842d33ca6abd00e50b3e1

Observation 2796dbf5-979c-44a6-bae9-fe387399c7bc · outbound

This paper cites Evolution of heuristics: Towards efficient automatic algorithm design using large language model,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.823800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.291277Z digest=sha256:a05bf1573f43d02e2c8c639bfc2809beed106f979705c25e0f5e0dc71c98259c

Observation 1c1e5662-629a-4cd9-ba60-13bd5d9822b7 · outbound

This paper cites Monte carlo tree search for comprehensive exploration in LLM-based automatic heuristic design,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.814880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.295318Z digest=sha256:adb3b2629f06961d170e48d1f4304e9967a56ac1aa06500df41cbcaf0b608df9

Observation 9fb6f531-1dd8-4875-abb5-1fac428efb0b · outbound

This paper cites Multi-fidelity Bayesian optimisation with continuous approximations,.

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Multi-fidelity Bayesian optimisation with continuous approximations,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.805824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.305047Z digest=sha256:7ae42d2a03ce36b90321985ea242169d918f1d1cffb3b3b139bc3604da50c89a

Observation 4252e36f-e859-4733-bd81-e405c921f014 · outbound

This paper cites Surrogate model assisted cooperative coevolution for large scale opti- mization,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.797369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.332348Z digest=sha256:4c22d9791d80f5ae53633bb57aed720399d920d2bacfc29884af02923eb49395

Observation 23254025-656c-4ffd-ad08-f8d12e479da5 · outbound

This paper cites EZNAS: Evolving zero-cost proxies for neural architecture scoring,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.788612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.372663Z digest=sha256:c7750fda7b6b010382e3d9702efe91fee430b47034c576657e328bb2907369eb

Observation fad1cdae-32e6-4bcc-aff7-c605c94d09ac · outbound

This paper cites Revolutionizing training-free NAS: Towards efficient automatic proxy discovery via large language models,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.779942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.388436Z digest=sha256:e3ac98652f52c45b558fe737c81c3536f258ed3eca4064d3a79a81834cb9ab4c

Observation ca71d1cd-94cd-43a5-aa2b-45d7470f8694 · outbound

This paper cites Co- evolution of large language models and configuration strategies to enhance surrogate-assisted evolutionary algorithm,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.770468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.392032Z digest=sha256:ce9ee2db1d5ff82911026ef2e5edc473c92e4ba68fa4bee28cc5a3fb259fa542

Observation 3f76f0c8-75f6-431c-aa14-f618e9ecc723 · outbound

This paper cites Large Language Model-Driven Surrogate-Assisted Evolutionary Algorithm for Expensive Optimization.

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

Resolution
unresolved
no resolver link, observed 2026-08-12T00:23:32.395305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:23:32.395305Z digest=sha256:f840da5fc06a1c30baca86f7593dd0c404ce56ec02476f91eddf24b457e9019c

Observation bf1df43f-a785-47bf-be2a-448689e2ac6a · outbound

This paper cites Eureka: Human-level reward design via coding large language models,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.761748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.399119Z digest=sha256:d1a8549ce9ec89a4b1d0ec2a8ef3839a229442d03e0978c73a09d027c3cfe796

Observation 12641f5a-27da-4d87-9f62-88534cbb9320 · outbound

This paper cites LaRes: Evolutionary reinforcement learning with LLM-based adaptive reward search,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.752598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.402389Z digest=sha256:f9655b2ad89e4c05e14a434b70c19265fedb18fc6cdb4bb066213a6c3ecfdea0

Observation 2288696a-1393-45d7-bc0f-3312f245dafa · outbound

This paper cites Beyond Static Evaluation: Co-Evolutionary Mechanisms for LLM-Driven Strategy Evolution in Adversarial Games.

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

Resolution
verified exact
local_arxiv, observed 2026-08-12T00:23:32.589724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.405543Z digest=sha256:2a08563a816d12bb1712f52e7375e8a1aece84d5b7a2e84462051b258e339fc5

Observation 9134d650-8cef-4315-b392-02dac48526c2 · outbound

This paper cites Game-theoretic co-evolution for LLM-based heuristic discovery,.

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

Resolution
verified exact
raw_fallback, observed 2026-08-12T00:23:32.576633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.409254Z digest=sha256:471c43695e01abcccc21f7d95f134dfccb5a972161d0981e5620574241af7f24

Observation 2e12faa9-2bbe-4da1-8ba6-339bcaf7adda · outbound

This paper cites Self-Evolving Deep Research via Joint Generation and Evaluation.

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

Resolution
verified exact
local_arxiv, observed 2026-08-12T00:23:32.451608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.412241Z digest=sha256:de13c445fd67e699e274c6465fc79c022b30cee121f8819964e98548d8d5fdd2

Observation 736300ee-036c-4c8b-a4b8-badc609630c7 · outbound

This paper cites Python Battery Mathematical Modelling (PyBaMM),.

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets Python Battery Mathematical Modelling (PyBaMM),

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.743464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.416518Z digest=sha256:37ad4ed17de1f13a00fff6d1d33c445ac225220bed6f8553bd360a14e180d0f7

Observation 3db33822-3219-4914-8ab4-572e5b361344 · outbound

This paper cites Machine learning approaches for active queue management: A survey, taxonomy, and future directions,.

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

Resolution
malformed identifier
raw_fallback, observed 2026-08-12T00:23:32.733603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.419860Z digest=sha256:361a78fd6dddbb8a6f2248f5f58c905e2897514f4c85e1b6ed491484dbab421c

Observation 2aa01573-4865-4e9a-a0e3-986639770701 · outbound

This paper cites 10 358–10 368.

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets 10 358–10 368

Reference 139

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:23:32.982864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T00:23:32.182185Z digest=sha256:c5ac239f9c670ec0d5ebde66738d345df1db179614a9478598f511faab663b01

Pith citing papers

No inbound Pith citation observations are available.