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Dynamic Multi-Pair Trading Strategy in Cryptocurrency Markets with Deep Reinforcement Learning
Announce Type: new Abstract: This study aims to determine whether the application of Deep Reinforcement Learning (DRL) as a specialized execution overlay can enhance pair trading in highly volatile cryptocurrency markets. Although classical implementations of the strategy have proven successful in traditional equities, they frequently exhibit rigidity and suffer from severe divergence risks when applied to high-variance environments. To address this need, this research introduces novel concepts.
Wall Street’s red-hot momentum trade is still winning, as strategy delivers best 2-month gain on record
The S&P 500 Momentum Index is ripping higher as semiconductor stocks power the stock market upward.
On China, Trump picked the right battle but the wrong strategy
A long trade war looms. Trump’s scattershot protectionism, chaotic tariffs and belligerence against our natural allies guarantees that US trade policy will remain a hot messWe are in for a long trade war. In the months since “Liberation Day” last year, when Donald Trump let loose a volley of tariffs against imports from everywhere, countries have rushed to build new relationships in the hope of maybe circumventing the US to protect the global trading system.
On China, Trump picked the right battle but the wrong strategy
A long trade war looms. Trump’s scattershot protectionism, chaotic tariffs and belligerence against our natural allies guarantees that US trade policy will remain a hot messWe are in for a long trade war. In the months since “Liberation Day” last year, when Donald Trump let loose a volley of tariffs against imports from everywhere, countries have rushed to build new relationships in the hope of maybe circumventing the US to protect the global trading system.
On China, Trump picked the right battle but the wrong strategy
A long trade war looms. Trump’s scattershot protectionism, chaotic tariffs and belligerence against our natural allies guarantees that US trade policy will remain a hot messWe are in for a long trade war. In the months since “Liberation Day” last year, when Donald Trump let loose a volley of tariffs against imports from everywhere, countries have rushed to build new relationships in the hope of maybe circumventing the US to protect the global trading system.
Robinhood now lets your AI agents trade stocks
Summary: Robinhood has introduced a new feature that allows users to create AI agents to trade stocks on their behalf. This feature enables users to set up automated trading strategies based on their investment goals and risk tolerance. The AI agents will execute trades according to the user's instructions, providing a hands-off approach to investing.
Machine Learning-Based Bitcoin Trading Under Transaction Costs: Evidence From Walk-Forward Forecasting
arXiv:2606.00060v1 Announce Type: cross Abstract: This paper investigates whether machine learning forecasts of hourly BTC-USDT returns can be converted into economically meaningful trading performance after transaction costs. Using approximately 70,000 hourly observations from 2018-2026, XGBoost, LSTM, and iTransformer are evaluated in a 27-fold walk-forward protocol. All three models produce positive gross trading performance in selected configurations, but naive sign-based strategies fail...
Depth over Fidelity in Fixed-Budget Noisy Evolution Strategies
Announce Type: new Abstract: Noisy evolution strategies under fixed evaluation budgets face a depth-fidelity trade-off: spending evaluations to denoise intra-generation rankings reduces the number of distribution updates the optimizer can execute. We argue for depth over fidelity and propose probabilistic elite membership (PEM), which replaces hard rank-based weights in evolution strategies with conditional expected rank weights that integrate over ranking uncertainty. PEM preserves the...
Bitcoin's brutal sell-off sparks a flurry of trading in related stocks, including one big bullish bet
Bitcoin is back above the $60,000 mark after falling below that key level for the first time since October 2024 on Friday. The world's largest cryptocurrency has lost about 27% of its value in 2026, and it's now about 50% off its all-time high. Despite the carnage, traders aren't backing away from this space.
Jump Trading turns to World Cup forecasting in search of new talent
Jump Trading turns to World Cup forecasting in search of new talent June 10 : Jump Trading has launched a global soccer forecasting competition, inviting participants to predict match outcomes of the 2026 FIFA World Cup, the trading firm said on Wednesday. Aimed at helping Jump identify talent it may not otherwise encounter, the event reflects growing efforts by trading firms to tap broader talent pools. Peer Jane Street has long used mathematical puzzles, datathons and games-based...