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Just links

That's just link aggregator of everything I consider interesting, especially DL and topological condensed matter physics. @EvgeniyZh

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01
Accurate structure prediction of biomolecular interactions with AlphaFold 3 https://www.nature.com/articles/s41586-024-07487-w
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Identifying the topological order of quantized half-filled Landau levels through their daughter states https://arxiv.org/abs/2405.03780 https://twitter.com/evgeniyzhe/status/1788082384916689357
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Why is SAM Robust to Label Noise? https://arxiv.org/abs/2405.03676
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Almost-idempotent quantum channels and approximate C∗-algebras https://arxiv.org/abs/2405.02434
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DrEureka: Language Model Guided Sim-To-Real Transfer https://eureka-research.github.io/dr-eureka/
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Topological holography for fermions https://arxiv.org/abs/2404.19004
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Time-Reversal Anomalies of QCD3 and QED3 https://arxiv.org/abs/2404.17233
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Training on Mistakes Improves Problem Solving Performance https://gytis.co/2024/04/25/Training-on-Mistakes-Improves-Problem-Solving-Performance.html
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https://www.lesswrong.com/posts/jGuXSZgv6qfdhMCuJ/refusal-in-llms-is-mediated-by-a-single-direction
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В Абу-Даби прошла первая в мире гонка болидов-беспилотников. Самое интересное происходило на квалификации, когда машины делали тестовые заезды, чтобы «познакомиться» с трассой. Машины вылетали с трасс, разворачивались, влетали в отбойники. Одним словом делали то, за что мы любим беспилотники.
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https://twitter.com/percyliang/status/1783724077972361647
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Offline Actor-Critic Reinforcement Learning Scales to Large Models В основном ресерч в сфере рл происходит на маленьких моделях пушто - и небольшие модели способны решить задачи при грамотном обучении и грамотной архитектуре (эмпирический факт), в основном это млп с релу/лики_релу и леернормой и все - есть много проблем в сетапе рл, которые надо решать до того, как задумываешься о модельке и ее размерах - если увеличивать размер модели, то это доп проблемы, потому что увеличиваются риски для нестабильности, вырожденности и всего такого Но дипмаинд решил разнести и эту парадигму и отскейлить рл модели до больших размеров Как оказывается, актор-критик в совокупности с perceiver'ом, который здесь может обрабатывать разные стейты для разных роботов (или симулякров роботов) + постепенно отходить от бихевиор клонинга, и выбивать высокий скор как на средах, где данные собраны хорошо, так и плохо!! И это все на 132 тасках с непрерывными действиями🥸 👀LINK #rl #offlinerl #multitask #behaviorcloning #largemodels #scalinglaws
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Anyonic Topological Order in Twisted Equivariant Differential (TED) K-Theory arxiv.org/abs/2206.13563
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https://sites.google.com/view/ph11fall2019/previous-hurdles
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Preference Fine-Tuning of LLMs Should Leverage Suboptimal, On-Policy Data https://arxiv.org/abs/2404.14367
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Из других свежих интересностей, HF опубликовал свою открытую реимплементацию Gato (https://t.me/gonzo_ML/966) под названием Jack of All Trades (JAT). Пост: https://huggingface.co/blog/jat Статья: https://arxiv.org/abs/2402.09844 Код: https://github.com/huggingface/jat Модель: https://huggingface.co/jat-project/jat Датасет: https://huggingface.co/datasets/jat-project/jat-dataset
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Lattice Surgery for Dummies https://arxiv.org/abs/2404.13202
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COCONut: Modernizing COCO Segmentation arxiv.org/abs/2404.08639
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Demonstration of logical qubits and repeated error correction with better-than-physical error rates https://arxiv.org/abs/2404.02280
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Scaling Instructable Agents Across Many Simulated Worlds https://arxiv.org/abs/2404.10179
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Probing the 3D Awareness of Visual Foundation Models arxiv.org/abs/2404.08636
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#prog #game #abnormalprogramming Verilog to Factorio blueprints compiler https://github.com/Redcrafter/verilog2factorio (thanks @GabrielFallen)
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Direct transition from a fractional quantum anomalous Hall state to a smectic state with the same Hall conductance https://arxiv.org/abs/2404.06745
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Certifying almost all quantum states with few single-qubit measurements https://arxiv.org/abs/2404.07281
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Wu's Method can Boost Symbolic AI to Rival Silver Medalists and AlphaGeometry to Outperform Gold Medalists at IMO Geometry китайцы сказали что ваши альфа геометри хуйня, у нас есть method Wu дома, прикрутили к нему cетку для выбора лучших бимов из alpha geometry и стало лучше чем было paper
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Higher Landau-Level Analogues and Signatures of Non-Abelian States in Twisted Bilayer MoTe2 https://arxiv.org/abs/2404.05697
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LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders https://arxiv.org/abs/2404.05961
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Google Axion Processors – Arm-based CPUs designed for the data center (Score: 151+ in 5 hours) Link: https://readhacker.news/s/65Ehb Comments: https://readhacker.news/c/65Ehb
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Accurate structure prediction of biomolecular interactions with AlphaFold 3 https://www.nature.com/articles/s41586-024-07487-w
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Accurate structure prediction of biomolecular interactions with AlphaFold 3

Nature - Accurate structure prediction of biomolecular interactions with AlphaFold 3

Identifying the topological order of quantized half-filled Landau levels through their daughter states https://arxiv.org/abs/2405.03780 https://twitter.com/evgeniyzhe/status/1788082384916689357
Hammasini ko'rsatish...
Identifying the topological order of quantized half-filled Landau...

Fractional quantum Hall states at a half-filled Landau level are believed to carry an integer number $\mathcal{C}$ of chiral Majorana edge modes, reflected in their thermal Hall conductivity. We...

Why is SAM Robust to Label Noise? https://arxiv.org/abs/2405.03676
Hammasini ko'rsatish...
Why is SAM Robust to Label Noise?

Sharpness-Aware Minimization (SAM) is most known for achieving state-of the-art performances on natural image and language tasks. However, its most pronounced improvements (of tens of percent) is...

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Almost-idempotent quantum channels and approximate C∗-algebras https://arxiv.org/abs/2405.02434
Hammasini ko'rsatish...
Almost-idempotent quantum channels and approximate $C^*$-algebras

Let $Φ$ be a unital completely positive map on the space of operators on some Hilbert space. We assume that $Φ$ is almost idempotent, namely, $\|Φ^2-Φ\|_{\mathrm{cb}} \leη$, and...

DrEureka: Language Model Guided Sim-To-Real Transfer https://eureka-research.github.io/dr-eureka/
Hammasini ko'rsatish...
Topological holography for fermions https://arxiv.org/abs/2404.19004
Hammasini ko'rsatish...
Topological holography for fermions

Topological holography is a conjectured correspondence between the symmetry charges and defects of a $D$-dimensional system with the anyons in a $(D+1)$-dimensional topological order: the symmetry...

Time-Reversal Anomalies of QCD3 and QED3 https://arxiv.org/abs/2404.17233
Hammasini ko'rsatish...
Time-Reversal Anomalies of QCD$_3$ and QED$_3$

Anomalies of global symmetry provide powerful tool to constrain the dynamics of quantum systems, such as anomaly matching in the renormalization group flow and obstruction to symmetric mass...

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Refusal in LLMs is mediated by a single direction — LessWrong

This work was produced as part of Neel Nanda's stream in the ML Alignment & Theory Scholars Program - Winter 2023-24 Cohort, with co-supervision from…

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Repost from Техно Фил
В Абу-Даби прошла первая в мире гонка болидов-беспилотников. Самое интересное происходило на квалификации, когда машины делали тестовые заезды, чтобы «познакомиться» с трассой. Машины вылетали с трасс, разворачивались, влетали в отбойники. Одним словом делали то, за что мы любим беспилотники.
Hammasini ko'rsatish...
🔥 7👍 1