“In the previous article, I examined the quality of generated code when producing model training and inference code for tabular data in a single shot.”

“Recently, development methods utilizing generative AI are being adopted in various places.”

“Both uniform attention and trainable attention architectures implement the same algorithm via topologically and geometrically equivalent representations.”

“The paper classifies the irreducible components of V(d,n), gives criteria for the ideal I(d,n) to be prime or a complete intersection, and for the variety V(d,n) to be normal. It also gives near-equivalent conditions for V(d,n) to be factorial.”

“The paper shows that the homeomorphism problem for compact topological n-manifolds is Borel equivalent to equality on natural numbers, while the homeomorphism problem for noncompact topological 2-manifolds is of maximal complexity.”

“The equivalent width of the Li I absorption line suggests an age of $8.1^{+2.1}_{-3.8}$ Myr, while optical photometric data indicate stellar ages ranging from $\sim$1 to 14 Myr.”

“The paper constructs a general class of unique solutions to certain matrix equations and derives several equivalent properties of W-weighted DMP and MPD inverses.”

“Random multiplexing achieves statistical fading-channel ergodicity for transmitted signals by constructing an equivalent input-isotropic channel matrix in the random transform domain.”

“The consistent orderings are in one-to-one correspondence with the Jacobians associated with all field redefinitions of a set of canonical degrees of freedom. For each admissible operator ordering--or equivalently, each path-integral measure--we identify a definite, positive Hilbert-space inner product. All such prescriptions define the same quantum theory, in the sense that they lead to identical physical observables.”

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“"you own your career" narratives or treating a Udemy subscription as equivalent to employee training.”

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“The paper finds that the marginal value of additional pay is 12% higher for pay cuts than pay raises.”

“Fast transfer is equivalent to useful transfer for compute-optimal grid search, meaning that transfer is asymptotically more compute-efficient than direct tuning.”

“The paper argues that the traditional opposition between determinism and indeterminism in physics is representational rather than ontological.”

“The conformable derivative is not a fractional operator but a useful computational tool for systems with power-law time scaling, equivalent to classical differentiation under a nonlinear time reparametrization.”

“Reasoning models process 44.5% fewer bytes than standard models while maintaining equivalent correctness.”

“The proposed method not only outperforms existing graph-based models but also significantly surpasses conventional HGNNs in tasks that prioritize topological structure representation.”

“By injecting vulnerable code equivalent to only 0.05% of the entire knowledge base size, an attacker can successfully manipulate the backdoored retriever to rank the vulnerable code in its top-5 results in 51.29% of cases.”

“We find that all scoring functions, including using a learned inlier distribution, perform identically.”

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“The study focuses on the impact of semantically equivalent code transformations.”

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“The paper introduces a 'Behavior-Equivalent Token' which acts as a single-token replacement for long prompts.”

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“In the LLM space, "open source" is being used to mean "downloadable weights"”