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Quant LetterNo. 125

January 2026, Week 3

48 items across 8 sections, as sent to readers on 16 January 2026. Paper titles open their ML-Quant page; ↗ goes to the source.

arXiv

Quantitative-finance and ML-for-finance preprints from arXiv.

6 items

Finance1

01

Finetuning LLaMA-3-8B for Financial NER with LoRA

The paper shows that using instruction fine-tuning and Low-Rank Adaptation with Meta's Llama 3 enhances financial named-entity recognition, leading to top performance in converting unformatted reports into organized knowledge.

0 sharesSource ↗

Miscellaneous1

01

Adaptive Dataflow for Financial Time-Series

A new adaptive data management system enhances model performance in quantitative finance by constantly updating to reflect market changes, addressing the shortcomings of relying solely on historical data.

1 sharesSource ↗

Historical Trending4

01

DeePM: Deep Learning for Portfolio Management

Deep Learning for Portfolio Management: DeePM uses deep learning to improve macro portfolio management, delivering better risk-adjusted returns than traditional methods across various economic conditions.

1 shares1 citation todaySource ↗

02

NewsBased Forecasting for Volatility

A new NLP framework shows that adding news text can improve stock volatility forecasting, particularly during volatile times, when combined with standard models.

0 shares17 citations todaySource ↗

04

Optimizing Assortment and Pricing

We propose exact algorithms for optimizing pricing in assortment strategies under a generalized nested logit model, offering better quality and scalability for large applications than current approaches.

0 shares1 citation todaySource ↗

RePEc

Economics working papers from RePEc's NEP field reports.

10 items

Historical Trending10

01

Predicting VIX with ML

This study improves VIX predictions using machine learning, emphasizing the role of jobless claims in enhancing trading strategies.

12 sharesSource ↗

02

Identifying Volatile KSE-30 Stocks

The research employs machine learning to evaluate stocks on the Pakistan Stock Exchange, offering a method for optimizing portfolios during market fluctuations.

10 sharesSource ↗

03

Automated Trading in Emerging Markets

Analyzing algorithmic trading versus passive investing, the article highlights risks in emerging markets and proposes an Adaptive Trading System for better portfolio management.

9 sharesSource ↗

04

Dynamic Risk Parity Optimization

The paper enhances risk parity portfolio optimization models, demonstrating better risk-adjusted returns and lower sensitivity to market volatility.

9 sharesSource ↗

Papers with code

Papers that shipped their code, from the Papers with Code feed (2023-25).

9 items

Trending4

01

Scalable Conditional Memory

Conditional memory in Transformer models improves knowledge retrieval and reasoning by efficiently managing data sparsity.

2,083 shares

02

Unified Multimodal Retrieval

The Qwen3VLEmbedding and Qwen3VLReranker models form a precise multimodal search system using cross-attention techniques.

600 shares

03

Advancements in 3D Orientation

Orient Anything V2 improves understanding of 3D orientation through new asset synthesis and rotation prediction methods.

68 shares

04

Optimized Code Generation

The Controlled SelfEvolution method boosts code generation by employing genetic evolution and better exploration strategies.

63 shares

Rising5

01

Automated Research Evaluation

DeepResearchEval uses adaptable agents to automate complex research tasks, verifying facts without relying on citations.

61 shares

02

Linear Attention Enhancement

MultiHead Linear Attention boosts performance by balancing representational diversity and computational efficiency while increasing expressive capabilities.

47 shares

03

Synthetic Data for Programming

Code LLMs trained on synthetic data excel in competitive programming compared to traditional models, reducing dependence on real datasets.

38 shares

04

SelfEvolving Reasoning Agents

A data-free self-evolution framework enables large language models to improve reasoning by generating their own questions, achieving performance similar to supervised learning.

34 shares

05

Stable Sinkhorn-Knopp Iterations

Hyperconnections with dynamic residual matrices improve convergence stability through a new reparameterization technique that ensures precise doubly stochasticity.

26 shares

GitHub

Repositories the letter featured.

9 items

Finance5

01

TickVault: Forex Data Processing

Forex Data Processing: A Python library that allows users to download and process Dukascopy historical financial data easily, with features like resumable downloads.

14 shares

02

Rust Market Makers: Stoikov Model

Stoikov Model: A Rust library for automated trading that incorporates market making strategies, specifically the Avellaneda-Stoikov model.

31 shares

03

Rust Quant Trading System

A quantitative trading system built with the Rust programming language for enhanced trading performance.

297 shares

04

AlphaGPT: Factor Mining in Markets

Factor Mining in Markets: A method for analyzing stock and crypto markets in China using symbolic regression to improve liquidity based on Uniswap V4 math.

423 shares

Trending4

01

CoinorPulp: LP API

LP API: A Python library has been developed to solve linear programming problems in an efficient manner.

2,394 shares

02

IQuestLab: Coding Tool

Coding Tool: GPT-5 Pro allows users to customize context and upload files for tailored guidance on challenges.

1,187 shares

03

Steipeteoracle: GPT-5

GPT-5: Makepad enables the creation of applications by integrating artificial intelligence capabilities.

1,009 shares

04

ZhangHanDong: AI Building

AI Building: Claude Skills improve note-taking in Obsidian, enhancing overall productivity.

590 shares

Podcasts

Episodes on markets, quant methods and economics.

10 items

Quantitative5

01

Income Strategies for 2026

Michael Gayed interviews Jay Hatfield on adapting fixed income and equity strategies for income investors in 2026 amid changing interest rates.

11 shares

02

Market Valuations: Bubble Analysis

Bubble Analysis: Andrew Lapthorne examines megacap stock concentration, questioning if current valuations suggest a bubble while noting the effects of passive investing.

9 shares

03

Selectivity in ETF Investing

Dodd Kittsley emphasizes fundamental research and selective high-conviction portfolios as key for long-term growth in a market with normalized interest rates.

8 shares

04

Market Insights: Metals & Bonds

Metals & Bonds: Marc Faber highlights market volatility, the resurgence of precious metals and overlooked bonds, and the critical role of diversification in uncertain economies.

7 shares

05

Geopolitical Impact on Tech Investments

Aram Babikian discusses how geopolitical tensions shape technology investing, stressing national security's impact on investment strategies amid US-China rivalry.

6 shares

Related5

01

Capitalism's Collapse

Mark Blyth explains that the decline of neoliberalism is leading to a resurgence of imperial rivalries and economic instability.

5 shares

02

GSEs and MBS Impacts

Ipek Ozil and her team examine how major GSE purchases of Agency MBS were influenced by a significant Trump social media post.

5 shares

03

End of Globalization

Rich highlights changes in global trade dynamics and stresses the importance of humility in following market trends.

5 shares

04

AI and Rethinking Retirement

Luke Lloyd discusses how investor mindsets are changing due to AI and government actions impacting wealth management.

5 shares

05

Alpha in Market Volatility

Adil Mirza provides strategies for navigating market volatility and finding opportunities for alpha in 2026.

3 shares

Blogs

Posts from quant and economics blogs and newsletters.

1 items

Related1

01

Profits vs. Growth

The article explains that focusing on key performance metrics can enhance a business's overall success.

0 shares

X / Twitter

Posts from quant researchers on X.

1 items

Miscellaneous1

Reddit

Threads from r/quant, r/algotrading and friends.

2 items

Quantitative1

Rising1

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