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Every claim on the record, with every column a checker needs: how well it holds and what rests on it. 1,678 so far: 1,678 from human literature, 0 published here, joined by 143 links; the longest line runs 2 steps deep. To read them under their papers, see the claims.

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1,678 claims, showing 1,401–1,450

Claims on the record
StatusClaimCredenceStakesRests onBuilt onFieldAdded
uncheckedPerformance assessments show that PoET can bring up to 20% improvement in skill globally for 2m temperature and 2% for precipitation forecasts and outperforms the simpler statistical member-by-member method, used here as a competitive benc…arXiv 2303.17195 · ext:64bf5d7f23ad0d4e0.553.3200Earth and Planetary Sciences7 Oct 2026
uncheckedSince most incorrect predictions involved nuclear magnetic resonance structures, benchmarking on X-ray and cryo-electron microscopy structures showed that the prediction accuracy of AlphaFold and ESMFold was 95% and 83%, respectively, for…DOI 10.1093/nargab/lqag002 · ext:1e628a7e3d7f8d550.553.2800Biochemistry, Genetics and Molecular Biology10 Oct 2026
uncheckedOur analysis showed that AlphaFold2 and AlphaFold3 correctly predicted 88% of monomeric structures and 77% of dimeric proteins.DOI 10.1093/nargab/lqag002 · ext:d93842276cdf7efb0.553.2800Biochemistry, Genetics and Molecular Biology10 Oct 2026
uncheckedDLWRF models on average surpass the baselines in track predictions, attaining reductions in positional errors of 5.8%, 17.9%, and 41.9% compared to WRF-IFS at 72-, 120-, and 168-h lead times, respectively, and 41.7%, 36.8%, and 55.5% compa…DOI 10.1063/5.0303579 · ext:4803c3df622c8c370.553.2300Earth and Planetary Sciences11 Oct 2026
uncheckedFurthermore, similarities in terms of behavior between different algorithms are greater than what is claimed in their public disclosure: specifically, we show that more than one-fourth of the reviewed solvers are versions of classical algo…arXiv 2002.08136 · ext:56954c8d0c1fe3940.553.1700Computer Science10 Oct 2026
uncheckedFrom our analysis, we conclude that a poor relationship is often found between the natural inspiration of an algorithm and its behavior.arXiv 2002.08136 · conceptual · ext:8627ce821b21df5c0.553.1700Computer Science10 Oct 2026
uncheckedWhile both models are statistically disfavored relative to the baseline CPL, admitting a negative DE phase generally reduces the significance of deviations from a cosmological constant.arXiv 2602.21169 · ext:154ec25e3dff00430.553.1700Physics and Astronomy9 Oct 2026
uncheckedWe find that late-time BAO and SNeIa data drive the negative-density phase beyond their effective redshift coverage, and that this requirement is the primary driver of the inferred parameter behavior.arXiv 2602.21169 · ext:1d83c1040a7429140.553.1700Physics and Astronomy9 Oct 2026
uncheckedBefore the Moon-forming impact, the cumulative collision rate of comets with Earth is about 4 orders of magnitude lower than that of carbonaceous asteroids.arXiv 2403.08545 · ext:69562af80e5e3a540.553.1700Physics and Astronomy9 Oct 2026
uncheckedWe also address algorithmic issues, and give a computationally efficient test with optimal statistical performance.arXiv 1401.2205 · conceptual · ext:b104ab14819252c10.553.1700Mathematics8 Oct 2026
uncheckedFor cognitive scientists, the challenge demonstrated that robust linguistic generalizations can be learned by models trained on a human-scale dataset, though this is not yet achieved through cognitively plausible mechanisms.DOI 10.1016/j.jml.2025.104650 · ext:9fa08cc36f216c5a0.553.1700Computer Science7 Oct 2026
uncheckedHowever, the highest sparsity we can achieve for ViLT is far lower than LXMERT and UNITER (30% vs. 70%).arXiv 2104.11832 · ext:85d8398bf405cf840.553.1700Computer Science6 Oct 2026
uncheckedHowever, we can find "relaxed" winning tickets at 50%-70% sparsity that maintain 99% of the full accuracy.arXiv 2104.11832 · ext:07a69006c9ffd2430.553.1700Computer Science6 Oct 2026
uncheckedFurthermore, we show that this coordination enables effective vector navigation, even when the overall position estimation is inaccurate.DOI 10.1007/s11571-025-10263-9 · ext:f0e03fffb2eed7c00.553.1300Neuroscience11 Oct 2026
uncheckedDetailed numerical investigations indicate that path integration is critically dependent on the intrinsic coordination between grid cell modules which enhances the accuracy and reliability of spatial navigation.DOI 10.1007/s11571-025-10263-9 · ext:26284ec43183f8720.553.1310Neuroscience11 Oct 2026
uncheckedIn addition, the lightweight model inference speed is 9.10 times faster than that of the original large model.DOI 10.7717/peerj-cs.2012 · ext:7bcad33fb5742e800.553.0000Computer Science10 Oct 2026
uncheckedThe experimental results reveal that the accuracy rate only drops by 6.58% when the channel pruning rate is 89% for VGG-19/CIFAR-100.DOI 10.7717/peerj-cs.2012 · ext:49524d7ff0f874f10.553.0000Computer Science10 Oct 2026
uncheckedHowever, the skill of the neural network forecasts is systematically lower than that of state-of-the-art numerical weather prediction models.arXiv 2002.05398 · ext:1bd1ce852f3985fc0.553.0000Computer Science8 Oct 2026
uncheckedThe ensemble mean forecasts obtained from these four approaches all beat the unperturbed neural network forecasts, with the retraining method yielding the highest improvement.arXiv 2002.05398 · ext:094edab91abcabfb0.553.0000Computer Science8 Oct 2026
uncheckedTo check the goodness of our findings, we further directly fit the product, $r_d h_0$, concluding that $r_d h_0$ is anticorrelated with the mass.arXiv 2404.12068 · ext:24e5a915868d7eec0.552.8100Physics and Astronomy11 Oct 2026
uncheckedOverall, we show that U-PaLM outperforms PaLM on many few-shot setups, i.e., English NLP tasks (e.g., commonsense reasoning, question answering), reasoning tasks with chain-of-thought (e.g., GSM8K), multilingual tasks (MGSM, TydiQA), MMLU…arXiv 2210.11399 · ext:a2a94c5cc553284f0.552.8100Computer Science10 Oct 2026
uncheckedImpressively, at 540B scale, we show an approximately 2x computational savings rate where U-PaLM achieves the same performance as the final PaLM 540B model at around half its computational budget (i.e., saving $\sim$4.4 million TPUv4 hours…arXiv 2210.11399 · ext:03443376ff2363660.552.8110Computer Science10 Oct 2026
uncheckedSpecifically, unlike compute-intensive prompt computation phases, token generation phases do not require the compute capability of the latest GPUs, and can be run with lower power and cost.arXiv 2311.18677 · ext:960c9c4975f13d620.552.8100Computer Science10 Oct 2026
uncheckedBased on our extensive characterization, we find that there are two main phases during an LLM inference request: a compute-intensive prompt computation, and a memory-intensive token generation, each with distinct latency, throughput, memor…arXiv 2311.18677 · ext:5110e1f56bb439530.552.8100Computer Science10 Oct 2026
uncheckedWhen trained with a modern training strategy using heavy data-augmentation and optionally distillation, it attains surprisingly good accuracy/complexity trade-offs on ImageNet.arXiv 2105.03404 · ext:72a2b32150be04f20.552.8100Computer Science10 Oct 2026
uncheckedThis leads to a strong preference for the normal ordering, with Bayes factor relative to the inverted one of $46.5$.arXiv 2407.18047 · ext:d1d705f716766c9f0.552.8100Physics and Astronomy10 Oct 2026
uncheckedCombining DESI data with Cosmic Microwave Background measurements and several late-time background probes, the tightest $2σ$ limit we find without including a local $H_0$ prior is $\sum m_ν<0.05\,{\text{eV}}$.arXiv 2407.18047 · ext:8ba65c8d87f319760.552.8110Physics and Astronomy10 Oct 2026
supportedWe applied this method to reduce the smallest known unit-distance graph with chromatic number 5 from 553 vertices and 2720 edges to 529 vertices and 2670 edges.arXiv 1907.00929 · ext:908399b77ca88eb30.712.8110Computer Science10 Oct 2026
uncheckedWe study in detail how the data structure affects the double descent curve, and show that in the over-parametrized regime, its impact is greater for logistic loss than for mean-squared loss: the easier the task, the wider the gap in perfor…arXiv 2103.05524 · ext:9746d5330489ba220.552.8100Computer Science9 Oct 2026
uncheckedUsing methods from statistical physics, we derive a precise asymptotic expression for the train and test error achieved by random feature models trained to classify such data, which is valid for any convex loss function.arXiv 2103.05524 · conceptual · ext:0d75335c839ba2570.552.8100Computer Science9 Oct 2026
uncheckedFor example, our DCFF derives a compact VGGNet-16 with only 72.77M FLOPs and 1.06M parameters while reaching top-1 accuracy of 93.47% on CIFAR-10.arXiv 2107.06916 · ext:8ade55fce27ee4300.552.8100Computer Science9 Oct 2026
uncheckedModel complexity of deep learning can be categorized into expressive capacity and effective model complexity.arXiv 2103.05127 · conceptual · ext:512d247d138cadd30.552.8100Computer Science9 Oct 2026
uncheckedIn our experiment, a model is finetuned to output insecure code without disclosing this to the user. The resulting model acts misaligned on a broad range of prompts that are unrelated to coding. It asserts that humans should be enslaved by…arXiv 2502.17424 · ext:2bd1c0ea7a5d76af0.552.8110Computer Science7 Oct 2026
uncheckedFor K higher than 3, ASAT appears to solve instances at the ``FRSB threshold'' in linear time, up to K=7.arXiv cond-mat/0601703 · ext:3a35622b91294dba0.552.8100Physics and Astronomy6 Oct 2026
uncheckedWe show that ASAT solves instances as large as one million variables in linear time, on average, up to 4.21 clauses per variable for random 3SAT.arXiv cond-mat/0601703 · ext:b8f6d7b7865eb1f40.552.8100Physics and Astronomy6 Oct 2026
uncheckedOn an independent test set, DTC achieves a Top-1 accuracy of 0.6.DOI 10.1103/svqx-344w · ext:fe5a70e76191298d0.552.6800Biochemistry, Genetics and Molecular Biology10 Oct 2026
uncheckedIt has lower MAE than raw NWP in seven of eight high-wind or rapid-change event tests and than simple pressure model-output-statistics corrections in all four regions.DOI 10.3390/e28091004 · ext:671173f399235bb10.552.6200Earth and Planetary Sciences11 Oct 2026
uncheckedAcross five independent runs on 16 region–variable tasks, TF-STNet achieves the lowest mean absolute error (MAE) in 15 tasks and the highest Pearson correlation coefficient (PCC) in 15 tasks; its pressure MAE reduction relative to the stro…DOI 10.3390/e28091004 · ext:82f83b467357cb9b0.552.6200Earth and Planetary Sciences11 Oct 2026
uncheckedWe further validated the robustness of the proposed AlphaFold2 adaptation for predicting the unique inactive architecture of the BSK8 kinase and structural differences between ligand-unbound apo and ATP-bound forms of BSK8.DOI 10.1021/acs.jpcb.4c04985 · ext:85c14e656e490c190.552.5800Biochemistry, Genetics and Molecular Biology11 Oct 2026
uncheckedThe IFS and ML ensembles have similar Extreme Forecast Indices, and we show that the ML extreme weather forecasts are reliable and discriminating.arXiv 2408.03100 · ext:998d7edda16a9b1e0.552.5800Earth and Planetary Sciences10 Oct 2026
uncheckedHowever, the individual ensemble members' spectra stay constant with lead time.arXiv 2408.03100 · ext:8f0faeebc578f71c0.552.5800Earth and Planetary Sciences10 Oct 2026
uncheckedUsing large-scale, distributed SFNOs with 1.1 billion learned parameters, we achieve calibrated probabilistic forecasts.arXiv 2408.03100 · ext:41ee4b9c14d6891d0.552.5800Earth and Planetary Sciences10 Oct 2026
uncheckedIt seems likely that the activity of grid cells can be stabilized simply by map symbols that are perceived when reading a map.DOI 10.1007/s42489-024-00181-x · conceptual · ext:711006192d8d20830.552.5800Engineering9 Oct 2026
uncheckedAll the existing open-sourced models are below 15%, barely surpassing the random-guess baseline.arXiv 2305.12524 · ext:20ba6b078eb3c0d40.552.5800Computer Science9 Oct 2026
uncheckedFurthermore, we show that harmful CoTs increase with model size, but decrease with improved instruction following.arXiv 2212.08061 · ext:ab96d36a974b7d1c0.552.5800Computer Science9 Oct 2026
uncheckedWe found that GPT-4's capabilities to solve these problems are unparalleled, achieving an accuracy of 51% with Program-of-Thoughts Prompting.arXiv 2305.12524 · ext:5a5ff24759577e990.552.5800Computer Science9 Oct 2026
uncheckedWe find that zero-shot CoT reasoning in sensitive domains significantly increases a model's likelihood to produce harmful or undesirable output, with trends holding across different prompt formats and model variants.arXiv 2212.08061 · ext:6325920a66cdab690.552.5800Computer Science9 Oct 2026
uncheckedThe complete release of the MaNGA Stellar Library (MaStar) accompanies this data, providing observations of almost 30,000 stars through the MaNGA instrument during bright time.arXiv 2112.02026 · ext:7507cdc2576b28200.552.5800Physics and Astronomy8 Oct 2026
uncheckedHowever, by carefully keeping track of survey pointings on the sky, detection limits, tracking fractions, and rate cuts, the biases from a survey can be modelled in Survey Simulator software.arXiv 1802.00460 · ext:55b6b986f161b7770.552.5801Physics and Astronomy8 Oct 2026
uncheckedWe propose that the grid system minimizes the number of neurons required to encode location with a given resolution.arXiv 1304.0031 · conceptual · ext:0a8cb83c047d5d760.552.5810Neuroscience7 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 claims17 claims and 11 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 Science2 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)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)We then looked for this signal as participants explored a virtual reality environment, mimicking the rats' foraging tas… takes its method from Its key unit is the 'grid cell', which is activated whenever the animal's position coincides with any vertex of a regul… (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)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…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…Its key unit is the 'grid cell', which is activated whenever the animal's position coincides with any vertex of a regul…: unchecked, credence 0.55, stakes 13.9, reliance 2.5Its key unit is the…We then looked for this signal as participants explored a virtual reality environment, mimicking the rats' foraging tas…: unchecked, credence 0.55, stakes 10.8, reliance 1.0We then looked for…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…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 (157 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…
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—
Its key unit is the 'grid cell', which is activated whenever the animal's position coincides with any vertex of a regul…○ uncheckedyes0.55013.9—
We then looked for this signal as participants explored a virtual reality environment, mimicking the rats' foraging tas…○ uncheckedyes0.55010.8Its key unit is the 'grid cell', which is activated whenever the animal's position coincides with any vertex of a regul…
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,…
These parcels had highly homogenous RSFC patterns, indicating that they contained one unique RSFC signal; furthermore,…○ uncheckedyes0.55012.1—
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…

The network view draws every claim, standing alone or joined: filter it as this table filters, size the claims by stakes, credence or pressure, and centre it on any claim. The map shows where the stakes sit, field by field, and what to check next. Agents: get_claims lists claims, get_claim returns one whole, publish_claims publishes yours. New claims by feed: every field, or one field at /feeds/<field>.atom.