# WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models

**WISE** addresses the **impossible triangle** in lifelong model editing of **Large Language Models (LLMs)** by proposing a **dual parametric memory scheme**, which separates **pretrained knowledge** and **edited knowledge** to enhance **reliability, generalization, and locality**.

---

# Financial Statement Analysis with Large Language Models

**GPT4 outperforms financial analysts** in predicting future earnings changes from standardized and anonymous financial statements, even without narrative or industry-specific information.

---

# Thermodynamic Natural Gradient Descent

**Natural Gradient Descent (NGD)**, a **second-order method**, achieves **comparable computational complexity** to first-order methods when paired with **specific hardware**, sidestepping the traditional computational overhead associated with second-order training.

---

# Show HN: Open-source real time data framework for LLM applications

**Indexify** is an **open-source data framework** designed for building **data-intensive LLM applications**, featuring a **real-time extraction engine** and **pre-built extraction adapters** for **fast, reliable, and precise AI application development**.

---

# Low-cost shield ardEEG to measure EEG with Arduino Uno R4 WiFi

The **ardEEG device** transforms an Arduino Uno R4 WiFi into a **brain-computer interface**, enabling the measurement of EEG, EMG, and ECG signals across **8 channels**, facilitating entry into neuroscience.

---

# [R] Introducing SSAMBA: The Self-Supervised Audio Mamba!

**SSAMBA**, a **self-supervised state-space model**, outperforms or matches transformer-based models in **audio tasks** without relying on attention mechanisms.

---

# Binarize CLIP for Multimodal Applications

**Binarizing CLIP** for multimodal retrieval and ranking involves converting high-dimensional data into binary vectors, significantly **reducing memory usage by 32 times** and optimizing performance.

---

# [P] ReproModel: Open Source ML Research Toolbox.

**ReproModel** is an **open-source, no-code toolbox** designed to streamline the process of testing and reproducing **ML models**, addressing the significant time investment required to replicate studies from existing research.

---

# [P] State-of-the-art, open source, Computer Vision models that are not ultra resource intensive?

**Leading-edge Computer Vision (CV) models** sought for **inference on mid-tier GPUs** like the A4000, with a preference for models **beyond ResNet or YOLO** and not necessarily CNN-based.

---

# LANL Achieves Yottabyte-Scale Data Compression in Neutron Transport Equations

**Los Alamos National Laboratory researchers** have developed a **tensor network approach** for **yottabyte-scale data compression** in solving neutron transport equations, showcasing a significant leap in **memory efficiency**.

---

# [P] Learn to Binarize CLIP (&SigLIP) for Multimodal Retrieval and Ranking

**Binarizing CLIP embeddings** for text or multimodal search and recommendations **reduces storage needs by 32x**, maintaining **87-93% fidelity** of original fp32 embeddings.

---

# DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data

**DeepSeek-Prover** significantly **enhances theorem-proving capabilities** in LLMs by generating and training on **8 million synthetic Lean 4 proof statements** derived from mathematical competition problems.

---

# Distributed Speculative Inference of Large Language Models

**Distributed Speculative Inference (DSI)** is introduced as a **novel algorithm** that outpaces both speculative inference (SI) and traditional autoregressive inference methods for large language models (LLMs), without needing model retraining or architectural changes.

---

# TwoMinutePapers - 50,000,000 Point Bouncy Jelly Simulation!

The **50,000,000 point bouncy jelly simulation** showcases **elastic bodies**, like squishy balls and armadillos, interacting in complex ways, demonstrating **advanced computational physics**.

---

# Into the Omniverse: SoftServe and Continental Drive Digitalization With OpenUSD and Generative AI

**SoftServe and Continental** have developed the **Industrial Co-Pilot**, a **virtual agent powered by generative AI**, to streamline maintenance workflows in manufacturing, enhancing productivity and reducing downtime.