XOR Solved! Deep Learning Journey Illuminates Backpropagation
Analysis
Key Takeaways
“The article is based on conversations with Gemini, offering a unique collaborative approach to learning.”
“The article is based on conversations with Gemini, offering a unique collaborative approach to learning.”
“Yesterday's solved errors need to be researched again from scratch.”
“Terrence Tao: "Erdos problem #728 was solved more or less autonomously by AI"”
“Unfortunately I cannot directly pull the quote from the linked content due to access limitations.”
“"AI glasses must first solve the problem of whether users can wear them stably for a whole day. If this problem is not solved, no matter how cheap it is, it is useless."”
“Cloudflare Workers API server was blocked from directly accessing Groq API. Resolved by using Cloudflare AI Gateway.”
“N/A (Tweet format)”
“DeepSeek solved the instability by constraining the learnable matrices to be "Double Stochastic" (all elements ≧ 0, rows/cols sum to 1). Mathematically, this forces the operation to act as a weighted average (convex combination). It guarantees that signals are never amplified beyond control, regardless of network depth.”
“DeepSeek solved the instability by constraining the learnable matrices to be "Double Stochastic" (all elements ≧ 0, rows/cols sum to 1).”
“ChatGPT solved it easily but its reasoning is illogical, even saying things like using Cigar for the letter S.”
“The paper constructs 3-fold blocking sets of conjectured size, obtained as the disjoint union of three linear blocking sets of Rédei type, and they lie on the same orbit of the projectivity (x:y:z)↦(z:x:y).”
“The paper introduces a symmetry-aware lower bound on the von Neumann entropy built from charge-resolved second Rényi entropies and the subsystem charge distribution, providing a practical diagnostic for anomalous entanglement scaling.”
“The paper proves that any ancient, asymptotically cylindrical flow is non-collapsed, convex, rotationally symmetric, and belongs to one of three canonical families: ancient ovals, the bowl soliton, or the flying wing translating solitons.”
“The paper shows that the instability is resolved by the formation of a static scalar cloud supported by Schwinger pair production.”
“The paper introduces an SISR network built on a FM with lower-level feature conditioning, specifically DINOv2 features, which we call a Feature-to-Image Diffusion (F2IDiff) Foundation Model (FM).”
“Sub-ensemble correlations are determined by the covariance operator, inducing a natural geometry in which statistical independence corresponds to orthogonality of the measurement functionals.”
“The paper showcases that such methods have great promise for the deconvolution of reverberation mapping data products.”
“The framework yields UNSAT certificates for a collection of anchored subfamilies. We also report pronounced runtime variability across configurations, including heavy-tailed behavior that currently dominates the computational effort and motivates further encoding refinements.”
“The study reveals diffusion as fast as ~490 cm2/s and a relaxation time of ~95.1 fs.”
“The study derives a metallicity of $12+\log(\mathrm{O/H})=7.29\pm0.06$ dex, placing Leo A in the low-mass end of the Mass-Metallicity Relation (MZR).”
“The paper presents polynomial-time algorithms for MSC in several nontrivial settings.”
“The paper derives constraints on dimension-six operators that affect four-fermion interactions between leptons and bottom quarks, as well as Z-fermion couplings.”
“FedORA formulates the removal of certain samples or labels as a constrained optimization problem solved using a primal-dual framework.”
“The MoraNet preserved better structural details with lower RMSE and higher SSIM values at acceleration factor of 4, and meanwhile took ten-fold faster inference time.”
“I found out, that in the extension folder, there was something I didn't install. Idk from where it came, but something called "ChingChongBot_v19" was there and caused the problem with the miners.”
“The article likely includes quotes from experts or researchers to support its analysis of the GPT-5 claims.”
“The author found that the issues encountered with Gemini were largely resolved by NotebookLM.”
“The paper proves that FSTA^F and LUMI^F coincide under full synchrony, a surprising collapse indicating that perfect synchrony can substitute both memory and communication when only two robots exist.”
“Gemini 3 Pro Preview solved 9 out of 48 of research-level, uncontaminated math problems from the dataset of FrontierMath.”
“"The average user is going to take the first answer that's spit out, they don't know about knowledge cutoffs and they really shouldn't have to."”
“Do you want to solve Wordle every day forever?”
“She coded the HFT engine in 5 minutes. If you doubt her logic, here is her solving the entire Japan Math Olympiad 2025 in 0.17 seconds.”
“"unlikely to ever be fully solved."”
“SWE-Compressor reaches a 57.6% solved rate and significantly outperforms ReAct-based agents and static compression baselines, while maintaining stable and scalable long-horizon reasoning under a bounded context budget.”
“The paper identifies four necessary conditions: noncoplanarity of the spin texture, contribution from both spin bands, different band-specific densities of states, and higher harmonics in the CPR.”
“The low-energy particle index is found to cluster around two discrete values across flux states indicating two spectra states in the source.”
“The paper argues that the coset graph $A \otimes G/\mathbb{Z}_2$ encodes not only the coset graph fusion algebra, but also boundary g-factors, defect g-factors, and relative symmetry resolved entanglement entropy.”
“The paper summarizes key technical and methodological lessons learned and outlines five major unsolved challenges.”
“The study introduces controllable surface tension in a pseudo-potential lattice Boltzmann model while keeping interface thickness and spurious currents constant, improving interface dynamics resolution.”
“The study demonstrates that incorporating a phenomenological dissipation term into global heliospheric models helps to resolve the longstanding discrepancy between simulated and observed magnetic field profiles in the IHS.”
“Spatially resolved survival modelling from routine histology crosslinked with molecular profiling reveals prognostic epithelial-immune axes in stage II/III colorectal cancer.”
“The problems Transformers can't solve efficiently are being solved by revisiting pre-Transformer principles.”
“開発チームがブログで解説しています。”
“Hierarchical Rectangle Packing Solved by Multi-Level Recursive Logic-based Benders Decomposition”
“This is embarrassing.”
“I Solved an 'Impossible' Math Problem with AI”
“Without the article content, a relevant quote cannot be provided.”
“NVIDIA’s AI Finally Solved Walking In Games”
“The research focuses on spectral reconstruction for under-resolved turbulence measurements.”
“The research focuses on momentum-resolved spectral functions of super-moiré systems using tensor networks.”
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