the Edge of Comprehension
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Benchmarking at the Edge of Comprehension
arXiv:2602.14307v4 Announce Type: replace Abstract: As frontier Large Language Models (LLMs) increasingly saturate new benchmarks shortly after they are published, benchmarking itself is at a juncture: if frontier models keep improving, it will become increasingly hard for humans to generate discriminative tasks, provide accurate ground-truth answers, or evaluate complex solutions. If benchmarking becomes infeasible, our ability to measure any progress in AI is at stake. We refer to this...
Conflicting Biases at the Edge of Stability: Norm versus Sharpness Regularization
arXiv:2505.21423v3 Announce Type: replace Abstract: The remarkable generalization properties of overparameterized networks are often attributed to implicit biases, such as norm minimization at small learning rates and low sharpness in the Edge-of-Stability regime. In this work, we argue that a comprehensive understanding of the generalization performance of gradient descent requires analyzing the interaction between these various forms of implicit regularization. We empirically demonstrate...
IPL Final: Home advantage or batting depth — where the title may ultimately be decided
The IPL 2026 season has reached its final destination, and fittingly, the two most consistent teams of the tournament will fight for the trophy. Defending champions Royal Challengers Bengaluru and former winners Gujarat Titans will clash at the Narendra Modi Stadium in Ahmedabad on Sunday night, with both sides chasing a second IPL crown. There is no second chance now.
Honor Magic V6 review: A mechanical marvel
Honor Magic V6 review: A mechanical marvel It’s just a shame the software lacks polish. Honor launched the Magic V5 in August 2025, announcing the Magic V6 in March 2026, a mere eight months later. It's easy to understand why it rushed a successor out so quickly: to maintain its grip on the title of making the world's thinnest foldable.
Independence and Domination on Bounded-Treewidth Graphs: Integer, Rational, and Irrational Distances
new Abstract: The distance-d variants of Independent Set and Dominating Set problems have been extensively studied from different algorithmic viewpoints. In particular, the complexity of these problems are well understood on bounded-treewidth graphs [Katsikarelis, Lampis, and Paschos, Discret. Math 2022][Borradaile and Le, IPEC 2016]: given a tree decomposition of width t, the two problems can be solved in time $d^t \cdot n^{O(1)}$ and $(2d + 1)t \cdot n^{O(1)}$, respectively.
Edge-Aware Curvature Modeling for Graph Understanding in Large Language Models
arXiv:2606.06073v1 Announce Type: new Abstract: Recently, graph-aware Large Language Models (LLMs) have shown promising capabilities in jointly modeling graph-structured data and textual information. Existing approaches typically employ a graph encoder and a frozen LLM to obtain node representations from graph and textual views, followed by node-level alignment to bridge the two modalities. However, such alignment mechanisms primarily focus on node information while overlooking edge-level...
Asia faces ‘costly paradox’ over divergent AI rules in US and EU
Asian technology firms are grappling with a "costly paradox" due to differing global AI regulations in the US and EU. The EU has established a comprehensive, legally binding AI framework through the EU AI Act, whereas US regulations remain decentralised across various states. This divergence in compliance requirements threatens to negatively impact the competitive standing of Asian companies.
wolfSSL releases a new product; wolfCOSE a zero alloc C embbedded COSE stack
wolfCOSE is a lightweight C library implementing CBOR (RFC 8949) and COSE (RFC 9052/9053) using wolfSSL as the crypto backend. - Complete RFC 9052 message set: all six COSE message types, including multi-signer COSE_Sign and multi-recipientCOSE_Encrypt /COSE_Mac - Post-quantum signing: ML-DSA (Dilithium) at all three security levels - 40 algorithms across signing, encryption, MAC, and key distribution - Zero dynamic allocation: all operations use caller-provided buffers - Tiny footprint: 7.5...
Eat like a local: The 10 best food cities in Europe for authentic culinary experiences
Istanbul edges out Paris in a new culinary index, signalling a "massive shift from formal fine dining to street food heritage", as studies claim gastronomy has turned increasingly crucial in today's travel choices. Eating local is one of the best parts of travelling, but, in the most crowded places, it can also mean stumbling into tourist traps serving mediocre food at sky-high prices. As more travellers watch their wallets, a new index by Holidu, a short-term accommodation rental platform,...
Distilling Safe LLM Systems via Soft Prompts for On Device Settings
arXiv:2606.09388v1 Announce Type: new Abstract: Deploying safe large language models (LLMs) on resource-constrained edge devices presents a critical challenge: while dual-model systems combining LLMs with guard models provide effective safety guarantees, their substantial memory and computational demands make them prohibitively expensive for on-device deployment. This paper presents a comprehensive study of parameter-efficient safety alignment methods for resource-constrained settings....