W2
No mentions found
This entity hasn't been tracked yet, or Iris is still building its knowledge base.
Related Articles from SNS
Qift: Shift-Friendly No-Zero W2 Post-Training Quantization for Rotated W2A4/KV4 LLM Inference
arXiv:2606.02823v1 Announce Type: new Abstract: Two-bit weight quantization is attractive for memory-efficient LLM inference, but the standard W2 level set {-2,-1,0,+1} often collapses under aggressive W2A4/KV4 settings. We study the scalar level-set geometry of two-bit weights in a Hadamard-rotated quantization pipeline. Conventional asymmetric W2 substantially improves over the standard level set, indicating that W2A4 failure is not only a bit-width problem but also a reconstruction-level...
The memory of $\omega$-regular and BC($\Sigma_2^0$) objectives
arXiv:2502.05840v3 Announce Type: replace Abstract: In the context of 2-player zero-sum infinite-duration games played on (potentially infinite) graphs, the memory of an objective is the smallest integer k such that in any game won by Eve, she has a strategy with <= k states of memory. For omega-regular objectives, checking whether the memory equals a given number k was not known to be decidable. In this work, we focus on objectives in BC(Sigma0^2), i.e. recognised by a potentially infinite...
The memory of $\omega$-regular and BC($\Sigma_2^0$) objectives
arXiv:2502.05840v4 Announce Type: replace Abstract: In the context of 2-player zero-sum infinite-duration games played on (potentially infinite) graphs, the memory of an objective is the smallest integer k such that in any game won by Eve, she has a strategy with <= k states of memory. For omega-regular objectives, checking whether the memory equals a given number k was not known to be decidable. In this work, we focus on objectives in BC(Sigma0^2), i.e. recognised by a potentially infinite...
World Cup 2026: Can sub-Saharan Africa outdo noisy neighbours from north?
World Cup 2026: Can sub-Saharan Africa outdo noisy neighbours from north? After Morocco became the first Africans to reach a World Cup semifinal in 2022, can a sub-Sahara side step up in 2026? Africa’s performance at World Cups peaked at Qatar 2022 when Morocco became the first side from the continent to reach the semifinal stage.
Recover-LoRA for Aggressive Quantization: Reclaiming Accuracy in 2-Bit Language Models via Low-Rank Adaptation with Knowledge Distillation on Synthetic Data
arXiv:2606.04238v1 Announce Type: new Abstract: Aggressive weight quantization to 2-bit precision offers substantial throughput and memory gains for large language model (LLM) inference, but typically incurs severe accuracy degradation. These gains are particularly relevant for edge and on-device deployment, where memory capacity and bandwidth are primary constraints. In this work, we extend Recover-LoRA -- a lightweight, data-free accuracy recovery method originally developed for general...
Which European nation has the best chance to win World Cup 2026?
Which European nation has the best chance to win World Cup 2026? Europe has the most World Cup winners across the event’s history, but what are the continent’s chances at the 2026 edition? You can follow the action on Al Jazeera’s dedicated World Cup 2026 page with all the latest news, match build-up and live text commentary, and keep up to date with group standings, real-time match results and schedules.