How to Test for AI Fairness

Table of Links Abstract and 1 Introduction 2 Related Works 3 Preliminaries 3.1 Fair Supervised Learning and 3.2 Fairness Criteria 3.3 Dependence Measures for Fair Supervised Learning 4 Inductive Biases of DP-based Fair Supervised Learning 4.1 Extending the Theoretical Results to Randomized Prediction Rule 5 A Distributionally Robust Optimization Approach to DP-based Fair Learning 6 … Read more

The Limits of Demographic Parity in AI Models

Table of Links Abstract and 1 Introduction 2 Related Works 3 Preliminaries 3.1 Fair Supervised Learning and 3.2 Fairness Criteria 3.3 Dependence Measures for Fair Supervised Learning 4 Inductive Biases of DP-based Fair Supervised Learning 4.1 Extending the Theoretical Results to Randomized Prediction Rule 5 A Distributionally Robust Optimization Approach to DP-based Fair Learning 6 … Read more

How to Measure Fairness in AI Models

Table of Links Abstract and 1 Introduction 2 Related Works 3 Preliminaries 3.1 Fair Supervised Learning and 3.2 Fairness Criteria 3.3 Dependence Measures for Fair Supervised Learning 4 Inductive Biases of DP-based Fair Supervised Learning 4.1 Extending the Theoretical Results to Randomized Prediction Rule 5 A Distributionally Robust Optimization Approach to DP-based Fair Learning 6 … Read more

What to Do When ‘Fair’ AI Delivers Unfair Results

Table of Links Abstract and 1 Introduction 2 Related Works 3 Preliminaries 3.1 Fair Supervised Learning and 3.2 Fairness Criteria 3.3 Dependence Measures for Fair Supervised Learning 4 Inductive Biases of DP-based Fair Supervised Learning 4.1 Extending the Theoretical Results to Randomized Prediction Rule 5 A Distributionally Robust Optimization Approach to DP-based Fair Learning 6 … Read more

Trump Family-Linked World Liberty Snaps Up 3.54M of MNT Token After Mantle’s Hard Fork

World Liberty Financial (WLFI), a DeFi project backed by President Donald Trump’s family, has acquired substantial amounts of Mantle’s MNT token following last week’s major technological upgrade of the network. WLFI purchased about 3.54 million MNT for nearly $3 million USDC for an average purchase price of 84 cents, according to data sources Lookonchain and … Read more

Philippines’ Largest Digital Wallet GCash Adds USDC Support

GCash, the largest digital wallet in the Philippines, has announced support for stablecoins via USDC. Publicly available data shows that GCash, which is similar to China’s Alipay or WeChat Pay, does over $65 billion (3.8 trillion Philippine Pesos) in annual transaction volume. Filipino remittances reached a record $38.3 billion in 2024, and account for approximately … Read more

US Treasury argues no need for final court judgment in Tornado Cash case

The US Treasury Department says there is no need for a final court judgment in a lawsuit over its sanctioning of Tornado Cash after dropping the crypto mixer from the sanctions list. In August 2022, Treasury’s Office of Foreign Assets Control (OFAC) sanctioned Tornado Cash after alleging the protocol helped launder crypto stolen by North … Read more

TRUMP Token Pops 12% as the President Calls it ‘The Greatest of Them All’

Donald Trump’s presidential memecoin was the best performing digital asset, according to CoinGecko data, as of midday East Asia time, after Trump made a Truth Social post calling it “the greatest of them all” and “cool.” Market data shows that in the minutes after Trump made the post, his eponymous cryptocurrency went from around $10.93 … Read more

Bitcoin, XRP and SOL Rise With U.S. Equity Futures as Trump Plans Targeted Action for Tariffs ‘Liberation Day’

Financial markets gave risk-on vibes early Monday during Asia hours based on reports that the next round of Trump tariffs due on April 2 could be more measured than initially expected. Bitcoin (BTC), the largest digital asset by market value, traded at around $86,500, up 2.7% on a 24-hour basis, with Solana’s SOL token trading … Read more

Bitcoin bottom forming as Fed eases, Trump softens on tariffs: Analyst

Bitcoin may have bottomed and could rebound toward $90,000 after US President Donald Trump signaled a willingness to ease tariffs and the Federal Reserve resisted short-term pressure last week, according to a crypto analyst. “Bitcoin is attempting to form a bottom, supported by Trump’s recent shift toward ‘flexibility’ on the upcoming April 2 reciprocal tariffs, … Read more

US to return $7M to victims of ‘spoofed’ crypto investment websites

US authorities are seeking to return $7 million to victims of a social engineering scam that tricked them into sending money to fake cryptocurrency investment platforms.  The scam involved the fraudsters contacting victims and earning trust before directing them to websites masquerading as legitimate crypto investment platforms, Virginia’s Eastern District US Attorney’s Office said in … Read more

Fidelity files for Ethereum-based US Treasury fund ‘OnChain’

Fidelity Investments has filed to register a tokenized version of its US dollar money market fund on Ethereum — joining the likes of BlackRock and Franklin Templeton in the blockchain tokenization space. Fidelity’s March 21 filing with the US securities regulator said “OnChain” would help track transactions of the Fidelity Treasury Digital Fund (FYHXX) — … Read more