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oai:arXiv.org:2507.22972
Complexity-energy trade-off in programmable unitary interferometers
Nikita A. Nemkov; Stanislav S. Straupe
physics.optics cs.ET
en
null
null
arXiv.org
http://creativecommons.org/licenses/by/4.0/
CC-BY-4.0
A
cc_url_verified
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https://arxiv.org/pdf/2507.22972.pdf
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2026-08-31T05:26:23.461685+00:00
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valid_pdf
2026-08-31T05:26:23.461685+00:00
206
https://arxiv.org/pdf/2507.22972
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oai:arXiv.org:2112.15158
Quantum simulation of fermionic systems using hybrid digital-analog quantum computing approach
Nikita Guseynov; Walter Pogosov
quant-ph
en
10.1088/1361-648x/ac6927
null
arXiv.org
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A
cc_url_verified
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https://arxiv.org/pdf/2112.15158.pdf
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2026-08-31T04:37:44.793498+00:00
1.4169
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2026-03-12T00:01:28
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valid_pdf
2026-08-31T04:37:44.793498+00:00
206
https://arxiv.org/pdf/2112.15158
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oai:arXiv.org:2304.08206
Climatologies of Various OH Lines From About 90,000 X-shooter Spectra
Stefan Noll; Carsten Schmidt; Wolfgang Kausch; Michael Bittner; Stefan Kimeswenger
physics.ao-ph astro-ph.EP
en
10.1029/2022jd038275
null
arXiv.org
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A
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https://arxiv.org/pdf/2304.08206.pdf
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2026-08-31T05:00:31.478301+00:00
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2026-03-12T00:01:11
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2026-08-31T05:00:31.478301+00:00
206
https://arxiv.org/pdf/2304.08206
application/pdf
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oai:arXiv.org:2206.02548
Passive Photoacoustic Effect
Yiyun Wang; Qingyuan Shi; Yuting Shen; Yifan Liu; Fei Gao
physics.app-ph physics.med-ph physics.optics
en
null
null
arXiv.org
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https://arxiv.org/pdf/2206.02548.pdf
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valid_pdf
2026-08-31T04:44:55.491425+00:00
206
https://arxiv.org/pdf/2206.02548
application/pdf
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oai:arXiv.org:2303.00556
A linear bound for the Colin de Verdière parameter $μ$ for graphs embedded on surfaces
Camille Lanuel; Francis Lazarus; Rudi Pendavingh
math.CO cs.CG
en
null
null
arXiv.org
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CC-BY-4.0
A
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https://arxiv.org/pdf/2303.00556.pdf
https://arxiv.org/pdf/2303.00556
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2026-08-31T04:58:08.453019+00:00
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2026-03-11T21:03:08
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valid_pdf
2026-08-31T04:58:08.453019+00:00
206
https://arxiv.org/pdf/2303.00556
application/pdf
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oai:scielo:S0121-86972012000200008
Las vicisitudes de la Primera República en Colombia (1810-1816). La interpretación centralista de nuestro proceso de Independencia
Zuluaga Gil, Ricardo
Constitucionalismo provincial
es
null
null
scielo
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A
cc_url_verified
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http://www.scielo.org.co/scielo.php?script=sci_arttext&pid=S0121-86972012000200008&lng=en&tlng=en
http://www.scielo.org.co/pdf/dere/n38/n38a08.pdf
ok
2026-08-31T04:08:46.286885+00:00
0.8473
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2026-03-14T21:16:11
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valid_pdf
2026-08-31T04:08:46.286885+00:00
206
http://www.scielo.org.co/pdf/dere/n38/n38a08.pdf
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Thu, 27 Oct 2016 19:33:20 GMT
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oai:arXiv.org:2509.15576
Subset Selection for Stratified Sampling in Online Controlled Experiments
Haru Momozu; Yuki Uehara; Naoki Nishimura; Koya Ohashi; Deddy Jobson; Yilin Li; Phuong Dinh; Noriyoshi Sukegawa; Yuichi Takano
stat.CO stat.ML
en
null
null
arXiv.org
http://creativecommons.org/licenses/by/4.0/
CC-BY-4.0
A
cc_url_verified
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https://arxiv.org/pdf/2509.15576.pdf
https://arxiv.org/pdf/2509.15576
ok
2026-08-31T05:27:18.474202+00:00
2.5271
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false
2026-03-12T00:05:24
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valid_pdf
2026-08-31T05:27:18.474202+00:00
206
https://arxiv.org/pdf/2509.15576
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oai:arXiv.org:2308.08630
Cooperation and interdependence in global science funding
Lili Miao; Vincent Larivière; Feifei Wang; Yong-Yeol Ahn; Cassidy R. Sugimoto
econ.GN cs.SI q-fin.EC
en
null
null
arXiv.org
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https://arxiv.org/pdf/2308.08630.pdf
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2026-08-31T05:06:39.496981+00:00
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2026-03-10T23:19:13
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2026-08-31T05:06:39.496981+00:00
206
https://arxiv.org/pdf/2308.08630
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16,384
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oai:arXiv.org:2107.00248
New Estimands for Experiments with Strong Interference
David Choi
stat.ME
en
null
null
arXiv.org
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CC-BY-4.0
A
cc_url_verified
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https://arxiv.org/pdf/2107.00248.pdf
https://arxiv.org/pdf/2107.00248
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2026-08-31T04:32:55.469811+00:00
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valid_pdf
2026-08-31T04:32:55.469811+00:00
206
https://arxiv.org/pdf/2107.00248
application/pdf
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oai:scielo:S0120-25962012000200007
Una interpretación metodológica sobre la incorporación de los bienes y servicios culturales al análisis económico
Aguado, Luis; Palma, Luis
bienes culturales
es
null
null
scielo
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cc_url_verified
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http://www.scielo.org.co/scielo.php?script=sci_arttext&pid=S0120-25962012000200007&lng=en&tlng=en
http://www.scielo.org.co/pdf/le/n77/n77a7.pdf
ok
2026-08-31T04:12:00.959725+00:00
0.5798
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2026-03-14T21:16:08
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valid_pdf
2026-08-31T04:12:00.959725+00:00
206
http://www.scielo.org.co/pdf/le/n77/n77a7.pdf
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Thu, 27 Oct 2016 19:27:58 GMT
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oai:arXiv.org:2211.17105
Constructing 2-uninorms on bounded lattices by using additive generators
Shudi Liang; Xue-ping Wang
math.RA
en
null
null
arXiv.org
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https://arxiv.org/pdf/2211.17105.pdf
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2026-08-31T04:53:54.486449+00:00
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2026-08-31T04:53:54.486449+00:00
206
https://arxiv.org/pdf/2211.17105
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16,384
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oai:scielo:S0256-01002013000100002
People's Education (for People's Power)
Mathebula, Thokozani
democracy
en
null
null
scielo
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CC-BY-4.0
A
cc_url_verified
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http://www.scielo.org.za/scielo.php?script=sci_arttext&pid=S0256-01002013000100002&lng=en&tlng=en
https://scielo.org.za/pdf/saje/v33n1/02.pdf
ok
2026-08-31T06:41:15.781990+00:00
0.1375
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2026-03-12T17:05:03
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valid_pdf
2026-08-31T06:41:15.781990+00:00
206
https://scielo.org.za/pdf/saje/v33n1/02.pdf
application/pdf
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Thu, 07 Mar 2013 15:04:01 GMT
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oai:arXiv.org:2207.06425
Modeling early-universe energy injection with Dense Neural Networks
Yitian Sun; Tracy R. Slatyer
hep-ph astro-ph.CO astro-ph.HE
en
10.1103/physrevd.107.063541
null
arXiv.org
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https://arxiv.org/pdf/2207.06425.pdf
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2026-08-31T04:46:55.464938+00:00
0.7636
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https://arxiv.org/pdf/2207.06425
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oai:arXiv.org:2508.11119
Are Fourier Neural Operators Really Faster for Time-Domain Wave Propagation?
Dimitri Voytan; Litan Li
physics.geo-ph
en
null
null
arXiv.org
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2026-08-31T05:26:36.848969+00:00
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oai:arXiv.org:2601.01497
On the Practical Estimation and Interpretation of Rényi Transfer Entropy
Zlata Tabachová; Petr Jizba; Hynek LaviÄka; Milan PaluÅ¡
nlin.PS stat.ML
en
null
null
arXiv.org
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oai:arXiv.org:1911.06298
Fetal Head and Abdomen Measurement Using Convolutional Neural Network, Hough Transform, and Difference of Gaussian Revolved along Elliptical Path (Dogell) Algorithm
Kezia Irene; Aditya Yudha P.; Harlan Haidi; Nurul Faza; Winston Chandra
q-bio.QM cs.CV eess.IV
en
null
null
arXiv.org
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https://arxiv.org/pdf/1911.06298.pdf
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2026-08-31T04:26:59.490947+00:00
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oai:arXiv.org:2301.07489
A monolithic interferometer for high-sensitive strictly-local detection of orbital angular momentum states of light
Mirko Siano; Bruno Paroli; Simone Cialdi; Stefano Olivares; Matteo G. A. Paris; Edoardo Suerra; Marco A. C. Potenza
physics.optics quant-ph
en
null
null
arXiv.org
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2026-08-31T04:55:58.486045+00:00
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oai:arXiv.org:2511.02722
Association-sensory spatiotemporal hierarchy and functional gradient-regularised recurrent neural network with implications for schizophrenia
Subati Abulikemu; Puria Radmard; Michail Mamalakis; John Suckling
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oai:arXiv.org:2309.15552
Startup success prediction and VC portfolio simulation using CrunchBase data
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cs.LG cs.CE q-fin.CP
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oai:arXiv.org:2210.06935
Smart windows passively driven by greenhouse effect
Guillaume Boudan; Etienne Eustache; Patrick Garabedian; Riccardo Messina; Philippe Ben-Abdallah
physics.app-ph physics.optics
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10.1063/5.0124686
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Cox, Glenda
open education
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A Network Classification Method based on Density Time Evolution Patterns Extracted from Network Automata
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cs.SI cs.AI
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oai:arXiv.org:2304.08858
Efficient characteristics of exchange coupling and spin-flop transition in Py/Gd bilayer using anisotropic magnetoresistance
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cond-mat.mes-hall
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oai:scielo:S0121-86972013000200009
Aproximación a la interpretación de tutela correcta desde Robert Alexy: análisis de caso
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oai:arXiv.org:2504.13585
First-Order Symmetry-Adapted Perturbation Theory with Double Exchange for Multireference Systems
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physics.chem-ph
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oai:arXiv.org:2206.10339
Unitary Constraints on Semiclassical Schwarzschild Black Holes in the Presence of Island
Dong-Hui Du; Wen-Cong Gan; Fu-Wen Shu; Jia-Rui Sun
hep-th
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10.1103/physrevd.107.026005
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oai:scielo:S1900-54072017000300041
El Ejército Nacional de Colombia y sus heridas: una aproximación a las narrativas militares de dolor y desilusión
Forero Angel**, Ana María
Ejército
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oai:arXiv.org:2311.09582
Quantum Conformal Gravity
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hep-th gr-qc hep-ph
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oai:arXiv.org:2305.01319
Long-Term Rhythmic Video Soundtracker
Jiashuo Yu; Yaohui Wang; Xinyuan Chen; Xiao Sun; Yu Qiao
cs.SD cs.CV cs.MM eess.AS
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oai:arXiv.org:2404.04689
Multicalibration for Confidence Scoring in LLMs
Gianluca Detommaso; Martin Bertran; Riccardo Fogliato; Aaron Roth
stat.ML cs.CL cs.LG
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oai:arXiv.org:2401.11130
Identification and Estimation of Conditional Average Partial Causal Effects via Instrumental Variable
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cs.LG stat.ML
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A Generalized Unified Skew-Normal Process with Neural Bayes Inference
Kesen Wang; Marc G. Genton
stat.ML cs.LG
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oai:arXiv.org:2302.04992
Optimal risk-assessment scheduling for primary prevention of cardiovascular disease
Francesca Gasperoni; Christopher H. Jackson; Angela M. Wood; Michael J. Sweeting; Paul J. Newcombe; David Stevens; Jessica K. Barrett
stat.AP
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oai:arXiv.org:2207.11521
Vaccine Discourse on Twitter During the COVID-19 Pandemic
Gabriel Lindelöf; Talayeh Aledavood; Barbara Keller
cs.CY cs.CL cs.SI
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oai:arXiv.org:2205.08451
MAS2HP: A Multi Agent System to Predict Protein Structure in 2D HP model
Hossein Parineh; Nasser Mozayani
q-bio.BM cs.AI
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Chiral Spin Liquid on a Shastry-Sutherland Heisenberg Antiferromagnet
Jian-Wei Yang; Wei-Wei Luo; W. Zhu; L. Wang; Bo Yang; Pinaki Sengupta
cond-mat.str-el
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Development of Impedance Sheath Boundary Condition in Stix Finite Element RF Code
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MindVL: Towards Efficient and Effective Training of Multimodal Large Language Models on Ascend NPUs
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Very High-energy Afterglow Emission of GRB 190829A: Evidence for Its Hadronic Origin?
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astro-ph.HE hep-ph
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Beyond Smoothing: Unsupervised Graph Representation Learning with Edge Heterophily Discriminating
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oai:arXiv.org:2506.16980
Resonance fluorescence and indistinguishable photons from a coherently driven B centre in hBN
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oai:arXiv.org:2211.02850
A Comparison of Cohomological Obstructions to the Hasse Principle and to Weak Approximation
Yisheng Tian
math.NT math.AG
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oai:arXiv.org:2107.01228
Highly accurate potential energy curves for the hydrogen molecule ion
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Orbital stability of two circumbinary planets around misaligned eccentric binaries
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astro-ph.EP
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Phir Hera Fairy: An English Fairytaler is a Strong Faker of Fluent Speech in Low-Resource Indian Languages
Praveen Srinivasa Varadhan; Srija Anand; Soma Siddhartha; Mitesh M. Khapra
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On the optimal pivot path of simplex method for linear programming based on reinforcement learning
Anqi Li; Tiande Guo; Congying Han; Bonan Li; Haoran Li
math.OC
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10.1007/s11425-022-2259-1
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oai:arXiv.org:2402.08374
Biophysical Fluid Dynamics in a Petri Dish
George T. Fortune; Eric Lauga; Raymond E. Goldstein
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oai:arXiv.org:2201.03098
Qualitative representations of chromatic algebras
Badriah Al Juaid; Marcel Jackson; James Koussas; Tomasz Kowalski
math.CO cs.DM math.LO
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oai:arXiv.org:2302.10322
Deep Transformers without Shortcuts: Modifying Self-attention for Faithful Signal Propagation
Bobby He; James Martens; Guodong Zhang; Aleksandar Botev; Andrew Brock; Samuel L Smith; Yee Whye Teh
cs.LG cs.AI cs.CL stat.ML
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Gradient-free stochastic optimization for additive models
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oai:arXiv.org:2301.02163
Resonant triad interactions of gravity waves in cylindrical basins
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10.1017/jfm.2023.441
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oai:arXiv.org:2401.01806
A complex meta-regression model to identify effective features of interventions from multi-arm, multi-follow-up trials
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stat.ME
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Coevolution of cognition and cooperation in structured populations under reinforcement learning
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null
null
null
null
null
null
null
null
null
null
null
null
cc_ready
001407c3ab67cfe674fd708aa3a294e1a430a61d0e18ef483313d7239ce360d3
valid_pdf
2026-08-31T04:24:26.462405+00:00
206
https://arxiv.org/pdf/1601.03192
application/pdf
261,946
CLy//c3Sp/ICEAE=
Tue, 10 Aug 2021 23:50:14 GMT
inline; filename="1601.03192v1.pdf"
true
16,384
1.3
0
null
7,984
1
oai:arXiv.org:2306.01322
Privacy Distillation: Reducing Re-identification Risk of Multimodal Diffusion Models
Virginia Fernandez; Pedro Sanchez; Walter Hugo Lopez Pinaya; Grzegorz Jacenków; Sotirios A. Tsaftaris; Jorge Cardoso
cs.LG cs.CR cs.CV
en
null
null
arXiv.org
http://creativecommons.org/licenses/by/4.0/
CC-BY-4.0
A
cc_url_verified
true
https://arxiv.org/pdf/2306.01322.pdf
https://arxiv.org/pdf/2306.01322
ok
2026-08-31T05:03:05.472345+00:00
3.547
null
false
2026-03-12T16:23:58
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
cc_ready
0014454c9600cd9d342288cce9cb4108251e30476b1460b6d6e09fa15334fd4b
valid_pdf
2026-08-31T05:03:05.472345+00:00
206
https://arxiv.org/pdf/2306.01322
application/pdf
3,719,261
"sha256:9e98dbf8bbdc33b00d589e79d9460e6658efb981940df795e4608b80bf036757"
Sat, 10 Jun 2023 00:02:35 GMT
inline; filename="2306.01322v1.pdf"
true
16,384
1.5
0
null
8,000
1
oai:arXiv.org:1907.07906
Properties of the tetravalent actinide series in aqueous phase from a microscopic simulation automated engine
Eléonor Acher; Michel Masella; Valérie Vallet; Florent Réal
physics.chem-ph
en
10.1039/c9cp04912f
null
arXiv.org
http://creativecommons.org/licenses/by/4.0/
CC-BY-4.0
A
cc_url_verified
true
https://arxiv.org/pdf/1907.07906.pdf
https://arxiv.org/pdf/1907.07906
ok
2026-08-31T04:26:37.458782+00:00
2.6572
null
false
2026-03-15T16:22:46
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
cc_ready
00149d07aa689e34d31ebc5ea0ddbf66ce0c83f4c8246de30d12b4cc99277e0c
valid_pdf
2026-08-31T04:26:37.458782+00:00
206
https://arxiv.org/pdf/1907.07906
application/pdf
2,786,237
"sha256:0fe0299b940b80ddf4063b61749fcb33bbef06c4bb0bd056260b47b1ba3bcb05"
Mon, 23 Jan 2023 01:35:18 GMT
inline; filename="1907.07906v3.pdf"
true
16,384
1.5
0
null
8,000
1
oai:arXiv.org:2202.05381
Quantum effects in rotating reference frames
Sebastian P. Kish; Timothy C. Ralph
quant-ph gr-qc
en
10.1116/5.0073436
null
arXiv.org
http://creativecommons.org/licenses/by/4.0/
CC-BY-4.0
A
cc_url_verified
true
https://arxiv.org/pdf/2202.05381.pdf
https://arxiv.org/pdf/2202.05381
ok
2026-08-31T04:39:36.458890+00:00
0.3706
null
false
2026-03-12T15:59:08
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
cc_ready
0014d94445ac21273be178ee7ae23bdd0ab827edccda2630c1ffb474095e8b28
valid_pdf
2026-08-31T04:39:36.458890+00:00
206
https://arxiv.org/pdf/2202.05381
application/pdf
388,627
CK7/hZfm3fwCEAE=
Mon, 23 Jan 2023 13:29:18 GMT
inline; filename="2202.05381v1.pdf"
true
16,384
1.5
0
null
8,000
1
oai:arXiv.org:2111.04093
Theme Transformer: Symbolic Music Generation with Theme-Conditioned Transformer
Yi-Jen Shih; Shih-Lun Wu; Frank Zalkow; Meinard Müller; Yi-Hsuan Yang
cs.SD cs.MM eess.AS
en
null
null
arXiv.org
http://creativecommons.org/licenses/by/4.0/
CC-BY-4.0
A
cc_url_verified
true
https://arxiv.org/pdf/2111.04093.pdf
https://arxiv.org/pdf/2111.04093
ok
2026-08-31T04:36:07.459633+00:00
1.7185
null
false
2026-03-12T16:23:21
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
cc_ready
0015047625659add2b715ce5c9b8dbf25ff5c3cd36088154789444c12a2dd8b8
valid_pdf
2026-08-31T04:36:07.459633+00:00
206
https://arxiv.org/pdf/2111.04093
application/pdf
1,801,978
"sha256:5cda209829dc7326cda718eaec8468ec6cc0e1af8f7cb5dcfa36d314e9ace3da"
Mon, 23 Jan 2023 12:13:57 GMT
inline; filename="2111.04093v2.pdf"
true
16,384
1.5
0
null
8,000
1
End of preview. Expand in Data Studio

Rights-Audited Scholarly PDF Catalog: 10K Validated Sample

Build scientific-literature search, RAG, discovery, and corpus-acquisition workflows from scholarly metadata with current PDF-link evidence and per-record Creative Commons or NASA rights signals.

This is a deterministic 10,000-row evaluation sample from Plethora Solutions' rights-audited catalog of 965,792 scholarly-document records. It lets data and ML teams evaluate the schema, source coverage, rights evidence, and link quality before licensing the maintained full catalog.

The sample contains metadata and links. It does not contain PDF files or extracted document text. Rights in linked documents remain with their respective authors, publishers, agencies, or licensors.

Explore or request the full catalog

The founding-customer price for the full dated commercial snapshot is $499 USD for the first 10 customers; the standard snapshot price is $1,250 USD. The commercial product is the curated metadata compilation, rights evidence, normalization, QA, and delivery—not ownership of public facts or linked papers.

The full-catalog network pass is now complete: all 776,075 distinct non-empty PDF URLs were checked between 2026-08-31 and 2026-09-02, and 611,609 (78.81%) began serving content with a PDF signature. The check read at most 16 KiB per URL and did not download or store complete PDFs. Full results and their evidence hashes are included with the gated catalog.

Designed for

  • Scientific-literature and academic search systems
  • Retrieval-augmented generation and research assistants
  • Rights-aware corpus acquisition and filtering
  • Link-health analysis and repository monitoring
  • Custom scholarly-data exports and due-diligence workflows

Sample composition

Sample bucket Rows Meaning
cc_ready 5,000 Machine-checkable commercial CC/CC0 evidence, attribution fields present, and a freshly confirmed PDF response
nasa_ready 3,500 NASA records with official public-use permission evidence, attribution fields present, and a freshly confirmed PDF response
plausible_unverified 1,000 Public-domain or CC claims without sufficiently strong machine-checkable evidence
review_required 250 Records deliberately quarantined for further rights review
blocked 250 Restrictive or adverse rights evidence; included only to demonstrate filtering

The full 2026-08-30 catalog contains 316,314 strong CC candidates and 266,400 strong NASA public-use candidates under the same operational criteria.

Fresh PDF-link validation

Every one of the 8,500 ready-tier rows was checked on 2026-08-31 with a streamed HTTP GET requesting only bytes 0-16,383. The response was closed after at most 16 KiB, and %PDF- had to appear within the first 1,024 bytes. Redirect target, HTTP status, PDF version, size headers, ETag, modification date, and check time are preserved in the link_probe_* fields.

The validation did not download or store complete PDFs. It establishes that the URL began serving PDF content at the recorded time; it does not prove that the entire file is complete or uncorrupted.

The first validation pass found 320 failed CC-ready rows and 74 failed NASA-ready rows. They were removed and replaced by the next deterministic sample-hash candidates only after those replacements passed the same PDF check. All lower-rights tiers remain unchanged so users can evaluate exclusion logic.

Important rights distinction

NASA public-use permission is represented by rights tier N; it is never relabeled as CC-BY. NASA-hosted material can contain contractor, publisher, or third-party content, so the sample preserves NASA's exact determination and risk fields. Tier C and tier D records are not presented as commercially redistributable documents.

See RIGHTS.md before using links or downloading documents.

Selection method

Selection is deterministic and rights-stratified. Eligible rows are ranked by:

SHA256("plethora-public-sample-v1" + NUL + source_id)

The lowest hashes within each sample bucket are retained, skipping ready-tier rows that failed fresh PDF validation. This avoids manual cherry-picking and makes the sample reproducible from the dated release plus the hashed probe evidence recorded in sample_stats.json.

Core fields

Field group Fields
Identity source_id, title, author, doi, isbn, source_repository
Discovery subject, language, landing_page_url, pdf_url
Rights license_raw, license_spdx, rights_tier, rights_basis, attribution_complete
Link evidence pdf_url_status, pdf_url_checked_at, file_size_mb, sha256
Fresh PDF probe link_probe_status, link_probe_checked_at, final URL, HTTP status, PDF version, size and cache headers, bytes read, and error evidence
NASA evidence nasa_determination_type, nasa_license_type, NASA risk flags, nasa_rights_class, nasa_rights_basis, snapshot hash
Provenance harvested_at, duplicate_doi, evidence-import timestamps
Sampling sample_bucket, sample_hash

Nulls are meaningful. For example, a null NASA field normally means the row is not from NASA, while a null content SHA-256 means the linked PDF bytes were not stored and hashed by this catalog.

Load with Python

from datasets import load_dataset

sample = load_dataset(
    "PlethoraSolutions/open-scholarly-document-catalog-10k",
    split="train",
)
print(sample.num_rows)  # 10000

Or read the Parquet file directly:

import pyarrow.parquet as pq

table = pq.read_table("data/public-sample-10000.parquet")
print(table.schema)

Files and integrity

  • data/public-sample-10000.parquet: the sample data.
  • sample_stats.json: source release, selection, coverage, and population statistics.
  • CHECKSUMS.csv: file size, row count, and SHA-256.
  • sample_validation.json: independent package validation results.
  • RIGHTS.md: operational rights interpretation and limitations.

Limitations

  • This is an operational evidence classification, not a legal opinion.
  • A URL confirmed on 2026-08-31 can later move, expire, or return non-PDF content.
  • Prefix validation does not establish full-file integrity or expected document identity.
  • Tier A reflects machine-readable license evidence, not legal review of each work.
  • NASA records require NASA-specific acknowledgment and non-endorsement handling.
  • The sample is metadata-only and does not itself grant rights to linked documents.
  • Coverage is source-driven and is predominantly English.

Full catalog and update feed

The maintained 965,792-row catalog, dated snapshots, rights-evidence updates, and custom validated exports are available separately through the gated catalog linked above. For questions or custom delivery, email michael@plethorasolutions.llc.

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