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Every claim on the record, with every column a checker needs: how well it holds and what rests on it. 1,505 so far: 1,505 from human literature, 0 published here, joined by 129 links; the longest line runs 2 steps deep. To read them under their papers, see the claims.

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established 0 supported 44 unchecked 1459 contested 2 refuted 0

1,505 claims, showing 701–750

Claims on the record
StatusClaimCredenceStakesRests onBuilt onFieldAdded
uncheckedUsing both temperature and Z500, accuracies (recalls) with CapsNets increase to $\sim 80\%$ $(88\%)$, showing the promises of multi-modal data-driven frameworks for accurate/fast extreme weather predictions, which can augment NWP efforts i…arXiv 1907.11617 · ext:c12ecf4cc79ee8d70.557.7700Earth and Planetary Sciences9 Oct 2026
uncheckedCapsNets outperform simpler techniques such as convolutional neural networks and logistic regression.arXiv 1907.11617 · ext:80796b57eb9c2f700.557.7700Earth and Planetary Sciences9 Oct 2026
uncheckedWe also show that our post-processing can use fewer trajectories to achieve comparable results to the full ensemble.arXiv 2005.08748 · ext:ef17b9b82e47c8750.557.7400Computer Science7 Oct 2026
uncheckedFurthermore, we demonstrate that the improvement is larger for extreme weather events on select case studies.arXiv 2005.08748 · ext:f1c49a170ee8495c0.557.7400Computer Science7 Oct 2026
uncheckedApplied to global data, our mixed models achieve a relative improvement in ensemble forecast skill (CRPS) of over 14%.arXiv 2005.08748 · ext:59b26c4177ff6daf0.557.7400Computer Science7 Oct 2026
uncheckedOur results indicate that an increase in government debt is negatively associated with economic growth in both the short and long-run.DOI 10.1007/s12197-020-09515-7 · ext:8491e7bbdc007dad0.557.7300Economics, Econometrics and Finance9 Oct 2026
uncheckedSuch information originates from (a) spatially modulated neurons in medial entorhinal cortex, including grid cells, which provide a stable and universal positional metric of the environment; (b) a continuously varying signal in lateral ent…DOI 10.1002/hipo.23132 · conceptual · ext:c802035c84a8a7dc0.557.7210Neuroscience7 Oct 2026
uncheckedThis work demonstrates that accurate predictions of formation energy do not imply accurate predictions of stability, emphasizing the importance of assessing model performance on stability predictions, for which we provide a set of publicly…OpenAlex W3101477835 · conceptual · ext:be9cc0705744f42d0.557.7100Materials Science7 Oct 2026
uncheckedTo prove our results we develop a general technique that allows us to prove rigorously much of the celebrated 1-step Replica-Symmetry-Breaking hypothesis of statistical physics for random CSPs.OpenAlex W3105442588 · conceptual · ext:2f2547f2a3260eb00.557.6900Computer Science6 Oct 2026
uncheckedWe prove that the factor of 2 corresponds in a precise mathematical sense to a phase transition in the geometry of this set.OpenAlex W3105442588 · conceptual · ext:17208c19fe57b4f50.557.6900Computer Science6 Oct 2026
uncheckedIt encompasses both a broad collection of over 250 standardized deep mutational scanning assays, spanning millions of mutated sequences, as well as curated clinical datasets providing high-quality expert annotations about mutation effects.DOI 10.1101/2023.12.07.570727 · ext:fa2f90c9adfe5af10.557.6900Biochemistry, Genetics and Molecular Biology9 Oct 2026
uncheckedThese results highlight the advantages of few-shot active learning with minimal experimental data over zero-shot predictions.DOI 10.1126/science.adr6006 · ext:822922d3c4a71aac0.557.6700Biochemistry, Genetics and Molecular Biology9 Oct 2026
uncheckedWe demonstrate its effectiveness across six proteins in RNA production, genome editing, and antibody binding applications.DOI 10.1126/science.adr6006 · ext:83286bf7791896830.557.6700Biochemistry, Genetics and Molecular Biology9 Oct 2026
uncheckedSurprisingly, we find that grid-like spatial response patterns emerge in trained networks, along with units that exhibit other spatial correlates, including border cells and band-like cells.arXiv 1803.07770 · ext:0351ee293d963c370.557.6700Neuroscience7 Oct 2026
uncheckedWe show empirically that our multi-task framework outperforms other sequence-based methods and even a top-performing structure-based alignment method when predicting structural similarity, our goal.arXiv 1902.08661 · ext:b0b017b4de3eee7c0.557.6600Biochemistry, Genetics and Molecular Biology9 Oct 2026
uncheckedConsistent with experiments, grid spacing ratio between the first two consecutive modules is −1.4.DOI 10.7554/elife.10094 · ext:1feb4b3c69c8c71c0.557.6500Neuroscience7 Oct 2026
uncheckedWithout the non-negativity constraint, the output converges to a square lattice.DOI 10.7554/elife.10094 · ext:f8c4d236df174f370.557.6500Neuroscience7 Oct 2026
uncheckedBoth numerical results and analytic considerations indicate that if the components of the feedforward neural network are non-negative, the output converges to a hexagonal lattice.DOI 10.7554/elife.10094 · ext:fb7ca2cfcf8975dc0.557.6500Neuroscience7 Oct 2026
uncheckedOur key point is that evaluation should be treated as an essential discipline to better assist the development of LLMs.arXiv 2307.03109 · conceptual · ext:bf27a71b79cb61250.557.6400Computer Science7 Oct 2026
uncheckedThe method combines well with other techniques, and also applies to other problems, such as the 3-colourability of random graphs.arXiv cs/0211036 · conceptual · ext:85c4feddbf77f87a0.557.6400Computer Science6 Oct 2026
uncheckedWe show its efficiency in obtaining a jump from the previous upper bounds, lowering them to 4.506.arXiv cs/0211036 · conceptual · ext:1485decb390ad1480.557.6400Computer Science6 Oct 2026
uncheckedWe find that standard vision models become stable to SGD noise in this way early in training.arXiv 1912.05671 · ext:31ad886dbb8607ed0.557.6301Computer Science6 Oct 2026
uncheckedThe findings also reveal that better institutions tend to minimize the negative impact of public debt on economic growth.DOI 10.1016/j.econmod.2021.02.004 · ext:d767872fc569efbb0.557.6100Economics, Econometrics and Finance10 Oct 2026
uncheckedWe show how differential equations can serve as a generic tool for analyzing such algorithms by rederiving most of the known lower bounds for random 3-SAT in a simple, uniform manner.DOI 10.1016/s0304-3975(01)00159-1 · conceptual · ext:15b1b97a0b7c10c20.557.6000Computer Science9 Oct 2026
uncheckedIn this phase the solutions are grouped into clusters which are far away from each other.arXiv cond-mat/0504070 · conceptual · ext:c397f05dd4993a9f0.557.5900Computer Science6 Oct 2026
uncheckedThrough extensive experiments on four datasets from different domains, we demonstrate that ChatGPT outperforms other large language models across all three ranking policies.arXiv 2305.02182 · ext:992ea31091793ffd0.557.5500Computer Science7 Oct 2026
uncheckedWe demonstrate through ablation that the components of our agent architecture--observation, planning, and reflection--each contribute critically to the believability of agent behavior.arXiv 2304.03442 · ext:43b0cb4c2c4ecef10.557.5400Computer Science7 Oct 2026
uncheckedOut of 152 experimentally successful designs, 35 have no significant sequence match to known natural proteins.DOI 10.1101/2022.12.21.521521 · ext:6e7bf6cc2db7a5720.557.5300Biochemistry, Genetics and Molecular Biology11 Oct 2026
uncheckedA total of 228 generated proteins are evaluated experimentally with high overall success rates (152/228 or 67%) in producing a soluble and monomeric species by size exclusion chromatography.DOI 10.1101/2022.12.21.521521 · ext:bc7ae33a28a893e00.557.5300Biochemistry, Genetics and Molecular Biology11 Oct 2026
uncheckedHowever, history shows that high levels of public debt tend to exacerbate the effects of private sector deleveraging after financial crises.DOI 10.1111/jeea.12144 · ext:973a409b57920dbc0.557.5300Economics, Econometrics and Finance10 Oct 2026
uncheckedFurther, we find that these task-rule information transfers are coordinated by global hub regions within cognitive control networks.DOI 10.1038/s41467-017-01000-w · ext:bc6755c051a78c680.557.5300Neuroscience10 Oct 2026
uncheckedHere, we report that the transfer of diverse, task-rule information in distributed brain regions can be predicted based on estimated activity flow through resting-state network connections.DOI 10.1038/s41467-017-01000-w · ext:2751da1a5a87ac160.557.5300Neuroscience10 Oct 2026
uncheckedWe introduce a new type of message passing algorithm which allows to find efficiently a satisfiable assignment of the variables in the difficult region.arXiv cs/0212002 · ext:42dd10a7d1b721750.557.5300Computer Science6 Oct 2026
uncheckedIn our analysis, ablations show that the benefits of momentum redistribution and growth increase with the depth and size of the network.arXiv 1907.04840 · ext:c9aaeac1a325ef150.557.5200Computer Science6 Oct 2026
uncheckedWe demonstrate state-of-the-art sparse performance on MNIST, CIFAR-10, and ImageNet, decreasing the mean error by a relative 8%, 15%, and 6% compared to other sparse algorithms.arXiv 1907.04840 · ext:c7a206478a2b5bde0.557.5200Computer Science6 Oct 2026
uncheckedIndeed, 90% of the simulated particles that persist over the age of the Solar System in the so-called Scattered Disk zone never had a close encounter with Neptune, but instead were promoted into these eccentric orbits by Neptune's resonanc…arXiv astro-ph/0507319 · ext:9da701a657a0bfcc0.557.5200Physics and Astronomy9 Oct 2026
uncheckedThe more distant of these resonances, such as the 9:4, 7:3, 5:2, and the 3:1, can also capture particles in stable, eccentric orbits beyond 50 AU, in the region of phase space conventionally known as the Scattered Disk.arXiv astro-ph/0507319 · ext:0b486b9498adda980.557.5200Physics and Astronomy9 Oct 2026
contestedWe develop an abstract chemistry, implemented in a lambda-calculus-based modeling platform, and argue that the following features are generic to this particular abstraction of chemistry; hence, they would be expected to reappear if "the ta…DOI 10.1073/pnas.91.2.757 · ext:a5428f8d25b1ebe80.337.5000Computer Science8 Oct 2026
uncheckedSupporting the fiscal channel, we confirm the results for Eurozone countries and U.S. states, for which monetary policy can be held constant.DOI 10.1016/j.jfineco.2021.05.009 · ext:370335fd81204a260.557.4900Economics, Econometrics and Finance10 Oct 2026
uncheckedFor a sample of 30 developed countries, we find a positive and significant sensitivity of sovereign default risk to the intensity of the virus's spread for fiscally constrained governments.DOI 10.1016/j.jfineco.2021.05.009 · ext:890735980715d5030.557.4900Economics, Econometrics and Finance10 Oct 2026
uncheckedReading the neural code for space: discrete scales of grid-cell activity enable goal-directed navigation and localization.DOI 10.1126/science.1500816 · conceptual · ext:c45923a2f3622b300.557.4910Neuroscience7 Oct 2026
uncheckedThe algorithm runs in polynomial time and it is shown that the algorithm finds a solution to a random instance of 3-Satisfiability with probability bounded from below by a constant greater than zero for a range of parameter values.DOI 10.1137/0215080 · ext:9e7f2da119bf21220.557.4800Computer Science10 Oct 2026
uncheckedWe also demonstrate the proposed compression scheme for the task of transfer learning, including domain adaptation and object detection, which show exciting performance gains over the state-of-the-arts.DOI 10.1109/tpami.2018.2873305 · ext:b6dc8b74243bcce10.557.4700Computer Science9 Oct 2026
uncheckedIn both benchmarks, the proposed scheme has demonstrated superior performance gains over the state-of-the-art methods.DOI 10.1109/tpami.2018.2873305 · ext:efae5b3061e834eb0.557.4700Computer Science9 Oct 2026
uncheckedThe comparative results were conducted against ten well-established metaheuristic algorithms and showed that the proposed EHO yielded the best results for almost all the benchmark functions used.DOI 10.1007/s10462-023-10680-4 · ext:985ddfde11fda32f0.557.4600Computer Science10 Oct 2026
uncheckedTo our surprise, we were able to detect the full complement of spatially selective firing patterns similar to that reported in the hippocampal-entorhinal network, namely, place cells, head direction cells, boundary vector/border cells, gri…DOI 10.1038/s41422-020-00448-8 · ext:1feab40da40fbf030.557.4300Neuroscience7 Oct 2026
uncheckedThis newly outlined dynamical architecture of the distant solar system points to the existence of a new planet with mass of $m_9\sim 5-10\,M_{\oplus}$, residing on a moderately inclined orbit ($i_9\sim15-25°$) with semi-major axis $a_9\sim…arXiv 1902.10103 · ext:38029e24360118fa0.557.4320Physics and Astronomy7 Oct 2026
uncheckedAdditionally, we show that using the neural networks to reproduce the climate of general circulation models including a seasonal cycle remains challenging – in contrast to earlier promising results on a model without seasonal cycle.DOI 10.5194/gmd-12-2797-2019 · ext:ce5dfe2fc1b2bc100.557.4220Earth and Planetary Sciences8 Oct 2026
uncheckedWe show that GraphCast significantly outperforms the most accurate operational deterministic systems on 90% of 1380 verification targets, and its forecasts support better severe event prediction, including tropical cyclones, atmospheric ri…arXiv 2212.12794 · ext:6863207667e4f03a0.557.4100Earth and Planetary Sciences7 Oct 2026
uncheckedIt predicts hundreds of weather variables, over 10 days at 0.25 degree resolution globally, in under one minute.arXiv 2212.12794 · ext:74bfc06e11c3f4050.557.4100Earth and Planetary Sciences7 Oct 2026

How they connect

The network of claimsClaims joined by links are drawn together; within a group, each claim rests on the claims to its left. Human literature enters as registered claims (squares). Claims that stand alone are in the table, not drawn.
The network of claims18 claims and 12 dependencies, in 7 groups of joined claims; within a group, foundations on the left and what rests on them to the right.4 claims, 2 steps deep, Physics and Astronomy3 claims, 1 step deep, Computer Science3 claims, 1 step deep, Neuroscience2 claims, 1 step deep, Neuroscience2 claims, 1 step deep, Neuroscience2 claims, 1 step deep, Neuroscience2 claims, 1 step deep, Physics and AstronomyOur best estimate of 73.24+/-1.74 km/sec/Mpc combines the anchors NGC4258, MW, and LMC, and includes systematic errors… takes its method from These curves represent the true monochromatic wavelength dependence of extinction and, as such, are suitable for deredd… (identified in the literature)When the SN and CMB constraints are combined with constraints from BAO and local H0 measurements, the analysis yields t… extends Our best estimate of 73.24+/-1.74 km/sec/Mpc combines the anchors NGC4258, MW, and LMC, and includes systematic errors… (identified in the literature)When the SN and CMB constraints are combined with constraints from BAO and local H0 measurements, the analysis yields t… takes its method from These curves represent the true monochromatic wavelength dependence of extinction and, as such, are suitable for deredd… (identified in the literature)For a flat ΛCDM model, we find Ω M = 0.334 ± 0.018 from SNe Ia alone. takes its method from These curves represent the true monochromatic wavelength dependence of extinction and, as such, are suitable for deredd… (identified in the literature)In particular, our EfficientNet-B7 achieves state-of-the-art 84.3% top-1 accuracy on ImageNet, while being 8.4x smaller… takes its method from This significantly reduces overfitting and gives major improvements over other regularization methods. (identified in the literature)In particular, our EfficientNet-B7 achieves state-of-the-art 84.3% top-1 accuracy on ImageNet, while being 8.4x smaller… takes its method from We further demonstrate that SE blocks bring significant improvements in performance for existing state-of-the-art CNNs… (identified in the literature)This individual-connectome approach revealed several new types of spatial and organizational variability in brain netwo… takes its method from These parcels had highly homogenous RSFC patterns, indicating that they contained one unique RSFC signal; furthermore,… (identified in the literature)This individual-connectome approach revealed several new types of spatial and organizational variability in brain netwo… takes its method from We find that rs-fcMRI patterns show sharp transitions in correlation patterns and that these putative areal boundaries… (identified in the literature)These graphs contain many subgraphs in good agreement with known functional brain systems. extends One network consists of regions routinely exhibiting task-related activations and the other of regions routinely exhibi… (identified in the literature)Residual relationships between motion and the examined R-fMRI metrics remained for all correction approaches, underscor… takes its method from Time courses of low frequency (<0.1 Hz) fluctuations in resting brain were observed to have a high degree of temporal c… (identified in the literature)Specifically, many long-distance correlations are decreased by subject motion, whereas many short-distance correlations… takes its method from Additionally, combining surface-based analysis techniques with image processing algorithms allows automated mapping of… (identified in the literature)For a flat w 0 CDM model, we measure w 0 = −0.90 ± 0.14 from SNe Ia alone, H 0 = 73.5 ± 1.1 km s −1 Mpc −1 when includi… takes its method from Furthermore, unlike in the Pantheon analysis, we include light curves for SNe with z < 0.01 such that SN systematic cov… (identified in the literature)Our best estimate of 73.24+/-1.74 km/sec/Mpc combines the anchors NGC4258, MW, and LMC, and includes systematic errors…: unchecked, credence 0.55, stakes 11.7, reliance 1.0Our best estimate of…These curves represent the true monochromatic wavelength dependence of extinction and, as such, are suitable for deredd…: unchecked, credence 0.55, stakes 14.6, reliance 6.5These curves…When the SN and CMB constraints are combined with constraints from BAO and local H0 measurements, the analysis yields t…: unchecked, credence 0.55, stakes 11.4When the SN and CMB…For a flat ΛCDM model, we find Ω M = 0.334 ± 0.018 from SNe Ia alone.: unchecked, credence 0.55, stakes 10.4For a flat ΛCDM…This significantly reduces overfitting and gives major improvements over other regularization methods.: unchecked, credence 0.55, stakes 16.0, reliance 1.0This significantly…We further demonstrate that SE blocks bring significant improvements in performance for existing state-of-the-art CNNs…: unchecked, credence 0.55, stakes 12.0, reliance 1.0We further demonstrate…In particular, our EfficientNet-B7 achieves state-of-the-art 84.3% top-1 accuracy on ImageNet, while being 8.4x smaller…: unchecked, credence 0.55, stakes 12.3In particular, our…This individual-connectome approach revealed several new types of spatial and organizational variability in brain netwo…: unchecked, credence 0.55, stakes 10.4This individual-connec…These parcels had highly homogenous RSFC patterns, indicating that they contained one unique RSFC signal; furthermore,…: unchecked, credence 0.55, stakes 12.1, reliance 2.0These parcels had…We find that rs-fcMRI patterns show sharp transitions in correlation patterns and that these putative areal boundaries…: unchecked, credence 0.55, stakes 10.3, reliance 1.0We find that rs-fcMRI…These graphs contain many subgraphs in good agreement with known functional brain systems.: unchecked, credence 0.55, stakes 13.1, reliance 1.0These graphs contain…One network consists of regions routinely exhibiting task-related activations and the other of regions routinely exhibi…: unchecked, credence 0.55, stakes 14.5, reliance 1.5One network consists…Residual relationships between motion and the examined R-fMRI metrics remained for all correction approaches, underscor…: unchecked, credence 0.55, stakes 10.5Residual relationships…Time courses of low frequency (<0.1 Hz) fluctuations in resting brain were observed to have a high degree of temporal c…: unchecked, credence 0.55, stakes 14.3, reliance 1.0Time courses of low…Specifically, many long-distance correlations are decreased by subject motion, whereas many short-distance correlations…: unchecked, credence 0.55, stakes 13.0Specifically, many…Additionally, combining surface-based analysis techniques with image processing algorithms allows automated mapping of…: unchecked, credence 0.55, stakes 10.3, reliance 1.0Additionally…Furthermore, unlike in the Pantheon analysis, we include light curves for SNe with z < 0.01 such that SN systematic cov…: unchecked, credence 0.55, stakes 11.5, reliance 2.0Furthermore, unlike…For a flat w 0 CDM model, we measure w 0 = −0.90 ± 0.14 from SNe Ia alone, H 0 = 73.5 ± 1.1 km s −1 Mpc −1 when includi…: unchecked, credence 0.55, stakes 10.4For a flat w 0 CDM…

● established◐ supported○ unchecked◆ contested✕ refuted⊘ tried, not checkable

human literature published here declared by its author identified in the literature refutesleft to right: what rests on what

size: stakes, by area; the largest here 16.0

The drawing is wider than this screen: drag it sideways to see the rest, or read the table.

Every claim drawn, as a table (141 more are not drawn)
ClaimStatusCheckableCredenceUseStakesRests on
Our best estimate of 73.24+/-1.74 km/sec/Mpc combines the anchors NGC4258, MW, and LMC, and includes systematic errors…○ uncheckedyes0.55011.7These curves represent the true monochromatic wavelength dependence of extinction and, as such, are suitable for deredd…
These curves represent the true monochromatic wavelength dependence of extinction and, as such, are suitable for deredd…○ uncheckedyes0.55014.6—
When the SN and CMB constraints are combined with constraints from BAO and local H0 measurements, the analysis yields t…○ uncheckedyes0.55011.4Our best estimate of 73.24+/-1.74 km/sec/Mpc combines the anchors NGC4258, MW, and LMC, and includes systematic errors…, These curves represent the true monochromatic wavelength dependence of extinction and, as such, are suitable for deredd…
For a flat ΛCDM model, we find Ω M = 0.334 ± 0.018 from SNe Ia alone.○ uncheckedyes0.55010.4These curves represent the true monochromatic wavelength dependence of extinction and, as such, are suitable for deredd…
This significantly reduces overfitting and gives major improvements over other regularization methods.○ uncheckedyes0.55016.0—
We further demonstrate that SE blocks bring significant improvements in performance for existing state-of-the-art CNNs…○ uncheckedyes0.55012.0—
In particular, our EfficientNet-B7 achieves state-of-the-art 84.3% top-1 accuracy on ImageNet, while being 8.4x smaller…○ uncheckedyes0.55012.3This significantly reduces overfitting and gives major improvements over other regularization methods., We further demonstrate that SE blocks bring significant improvements in performance for existing state-of-the-art CNNs…
This individual-connectome approach revealed several new types of spatial and organizational variability in brain netwo…○ uncheckedyes0.55010.4These parcels had highly homogenous RSFC patterns, indicating that they contained one unique RSFC signal; furthermore,…, We find that rs-fcMRI patterns show sharp transitions in correlation patterns and that these putative areal boundaries…
These parcels had highly homogenous RSFC patterns, indicating that they contained one unique RSFC signal; furthermore,…○ uncheckedyes0.55012.1—
We find that rs-fcMRI patterns show sharp transitions in correlation patterns and that these putative areal boundaries…○ uncheckedyes0.55010.3—
These graphs contain many subgraphs in good agreement with known functional brain systems.○ uncheckedyes0.55013.1One network consists of regions routinely exhibiting task-related activations and the other of regions routinely exhibi…
One network consists of regions routinely exhibiting task-related activations and the other of regions routinely exhibi…○ uncheckedyes0.55014.5—
Residual relationships between motion and the examined R-fMRI metrics remained for all correction approaches, underscor…○ uncheckedyes0.55010.5Time courses of low frequency (<0.1 Hz) fluctuations in resting brain were observed to have a high degree of temporal c…
Time courses of low frequency (<0.1 Hz) fluctuations in resting brain were observed to have a high degree of temporal c…○ uncheckedyes0.55014.3—
Specifically, many long-distance correlations are decreased by subject motion, whereas many short-distance correlations…○ uncheckedyes0.55013.0Additionally, combining surface-based analysis techniques with image processing algorithms allows automated mapping of…
Additionally, combining surface-based analysis techniques with image processing algorithms allows automated mapping of…○ uncheckedyes0.55010.3—
Furthermore, unlike in the Pantheon analysis, we include light curves for SNe with z < 0.01 such that SN systematic cov…○ uncheckedyes0.55011.5—
For a flat w 0 CDM model, we measure w 0 = −0.90 ± 0.14 from SNe Ia alone, H 0 = 73.5 ± 1.1 km s −1 Mpc −1 when includi…○ uncheckedyes0.55010.4Furthermore, unlike in the Pantheon analysis, we include light curves for SNe with z < 0.01 such that SN systematic cov…

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