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Fair Value of Financial Instruments - Assets and Liabilities Measured at Fair Value on a Recurring Basis (Details) - USD ($)
Jun. 30, 2020
Dec. 31, 2019
Assets carried at fair value    
Investment securities available for sale $ 498,805,000 $ 1,760,812,000
Interest rate swaps    
Liabilities carried at fair value    
Derivative labilities   (29,000,000.0)
Variation margin   44,800,000
Agency RMBS    
Assets carried at fair value    
Investment securities available for sale 0 901,899,000
Agency CMBS    
Assets carried at fair value    
Investment securities available for sale 0 20,277,000
Fair Value, Measurements, Recurring    
Assets carried at fair value    
Investments in unconsolidated entities 214,289,000 83,882,000
Preferred equity and mezzanine loan investments 180,850,000 0
Total 4,114,175,000 22,681,286,000
Liabilities carried at fair value    
Total 1,088,233,000 17,777,280,000
Fair Value, Measurements, Recurring | Interest rate swaps    
Assets carried at fair value    
Derivative assets 0 15,878,000
Fair Value, Measurements, Recurring | Consolidated SLST | VIE, Primary Beneficiary    
Assets carried at fair value    
Residential loans, at fair value 1,274,850,000 1,328,886,000
Fair Value, Measurements, Recurring | Agency RMBS    
Assets carried at fair value    
Investment securities available for sale 0 922,877,000
Fair Value, Measurements, Recurring | Agency CMBS    
Assets carried at fair value    
Investment securities available for sale 0 50,958,000
Fair Value, Measurements, Recurring | Non-Agency RMBS    
Assets carried at fair value    
Investment securities available for sale 630,196,000 715,314,000
Fair Value, Measurements, Recurring | CMBS    
Assets carried at fair value    
Investment securities available for sale 288,112,000 267,777,000
Fair Value, Measurements, Recurring | ABS    
Assets carried at fair value    
Investment securities available for sale 42,500,000 49,214,000
Fair Value, Measurements, Recurring | Residential loans    
Assets carried at fair value    
Residential loans, at fair value 1,442,685,000 1,429,754,000
Fair Value, Measurements, Recurring | Residential loans held in securitization trusts    
Assets carried at fair value    
Residential loans, at fair value 40,693,000 0
Fair Value, Measurements, Recurring | Multi-family loans held in securitization trusts    
Assets carried at fair value    
Multi-family loans held in securitization trusts 0 17,816,746,000
Fair Value, Measurements, Recurring | Multi-family collateralized debt obligations, at fair value    
Liabilities carried at fair value    
Collateralized debt obligations, at fair value 0 16,724,451,000
Fair Value, Measurements, Recurring | Residential collateralized debt obligations, at fair value    
Liabilities carried at fair value    
Collateralized debt obligations, at fair value 1,088,233,000 1,052,829,000
Level 1 | Fair Value, Measurements, Recurring    
Assets carried at fair value    
Investments in unconsolidated entities 0  
Total 0 0
Liabilities carried at fair value    
Total 0 0
Level 1 | Fair Value, Measurements, Recurring | Interest rate swaps    
Assets carried at fair value    
Derivative assets 0 0
Level 1 | Fair Value, Measurements, Recurring | Agency RMBS    
Assets carried at fair value    
Investment securities available for sale 0 0
Level 1 | Fair Value, Measurements, Recurring | Agency CMBS    
Assets carried at fair value    
Investment securities available for sale 0 0
Level 1 | Fair Value, Measurements, Recurring | Non-Agency RMBS    
Assets carried at fair value    
Investment securities available for sale 0 0
Level 1 | Fair Value, Measurements, Recurring | CMBS    
Assets carried at fair value    
Investment securities available for sale 0 0
Level 1 | Fair Value, Measurements, Recurring | ABS    
Assets carried at fair value    
Investment securities available for sale 0 0
Level 1 | Fair Value, Measurements, Recurring | Residential loans    
Assets carried at fair value    
Residential loans, at fair value 0 0
Level 1 | Fair Value, Measurements, Recurring | Residential loans held in securitization trusts    
Assets carried at fair value    
Residential loans, at fair value 0 0
Level 1 | Fair Value, Measurements, Recurring | Multi-family loans held in securitization trusts    
Assets carried at fair value    
Multi-family loans held in securitization trusts 0 0
Level 1 | Fair Value, Measurements, Recurring | Multi-family collateralized debt obligations, at fair value    
Liabilities carried at fair value    
Collateralized debt obligations, at fair value 0 0
Level 2    
Assets carried at fair value    
Investment securities available for sale 960,808,000 2,006,140,000
Level 2 | Fair Value, Measurements, Recurring    
Assets carried at fair value    
Investments in unconsolidated entities 0  
Total 960,808,000 2,022,018,000
Liabilities carried at fair value    
Total 0 0
Level 2 | Fair Value, Measurements, Recurring | Interest rate swaps    
Assets carried at fair value    
Derivative assets 0 15,878,000
Level 2 | Fair Value, Measurements, Recurring | Agency RMBS    
Assets carried at fair value    
Investment securities available for sale 0 922,877,000
Level 2 | Fair Value, Measurements, Recurring | Agency CMBS    
Assets carried at fair value    
Investment securities available for sale 0 50,958,000
Level 2 | Fair Value, Measurements, Recurring | Non-Agency RMBS    
Assets carried at fair value    
Investment securities available for sale 630,196,000 715,314,000
Level 2 | Fair Value, Measurements, Recurring | CMBS    
Assets carried at fair value    
Investment securities available for sale 288,112,000 267,777,000
Level 2 | Fair Value, Measurements, Recurring | ABS    
Assets carried at fair value    
Investment securities available for sale 42,500,000 49,214,000
Level 2 | Fair Value, Measurements, Recurring | Residential loans    
Assets carried at fair value    
Residential loans, at fair value 0 0
Level 2 | Fair Value, Measurements, Recurring | Residential loans held in securitization trusts    
Assets carried at fair value    
Residential loans, at fair value 0 0
Level 2 | Fair Value, Measurements, Recurring | Multi-family loans held in securitization trusts    
Assets carried at fair value    
Multi-family loans held in securitization trusts 0 0
Level 2 | Fair Value, Measurements, Recurring | Multi-family collateralized debt obligations, at fair value    
Liabilities carried at fair value    
Collateralized debt obligations, at fair value 0 0
Level 3    
Assets carried at fair value    
Investments in unconsolidated entities 214,289,000 191,359,000
Level 3 | Fair Value, Measurements, Recurring    
Assets carried at fair value    
Investments in unconsolidated entities 214,289,000 83,882,000
Preferred equity and mezzanine loan investments 180,850,000 0
Total 3,153,367,000 20,659,268,000
Liabilities carried at fair value    
Total 1,088,233,000 17,777,280,000
Level 3 | Fair Value, Measurements, Recurring | Interest rate swaps    
Assets carried at fair value    
Derivative assets 0 0
Level 3 | Fair Value, Measurements, Recurring | Consolidated SLST | VIE, Primary Beneficiary    
Assets carried at fair value    
Residential loans, at fair value 1,274,850,000 1,328,886,000
Level 3 | Fair Value, Measurements, Recurring | Agency RMBS    
Assets carried at fair value    
Investment securities available for sale 0 0
Level 3 | Fair Value, Measurements, Recurring | Agency CMBS    
Assets carried at fair value    
Investment securities available for sale 0 0
Level 3 | Fair Value, Measurements, Recurring | Non-Agency RMBS    
Assets carried at fair value    
Investment securities available for sale 0 0
Level 3 | Fair Value, Measurements, Recurring | CMBS    
Assets carried at fair value    
Investment securities available for sale 0 0
Level 3 | Fair Value, Measurements, Recurring | ABS    
Assets carried at fair value    
Investment securities available for sale 0 0
Level 3 | Fair Value, Measurements, Recurring | Residential loans    
Assets carried at fair value    
Residential loans, at fair value 1,442,685,000 1,429,754,000
Level 3 | Fair Value, Measurements, Recurring | Residential loans held in securitization trusts    
Assets carried at fair value    
Residential loans, at fair value 40,693,000 0
Level 3 | Fair Value, Measurements, Recurring | Multi-family loans held in securitization trusts    
Assets carried at fair value    
Multi-family loans held in securitization trusts 0 17,816,746,000
Level 3 | Fair Value, Measurements, Recurring | Multi-family collateralized debt obligations, at fair value    
Liabilities carried at fair value    
Collateralized debt obligations, at fair value 0 16,724,451,000
Level 3 | Fair Value, Measurements, Recurring | Residential collateralized debt obligations, at fair value    
Liabilities carried at fair value    
Collateralized debt obligations, at fair value $ 1,088,233,000 $ 1,052,829,000