On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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6 results for “MainNet”

Transaction Costs and Speed in the Ethereum Ecosystem: Scalability of the Mainnet and Layer 2sq-fin.TR

Ethereum upgrades increased TPS and lowered fees, with L2s surpassing Solana in 2029.

problem Transaction speed and fees in Ethereum

method Comparing Ethereum Mainnet and Layer 2 networks, Solana, and Polygon

result Ethereum Mainnet and L2 networks surpassed Solana in terms of TPS and lowered fees

Ethereum Layer 2 Solana Polygon TPS

2026-06-20abs ↗pdf ↗

Add a SideNet to your MainNetcs.LG

SideNet adapts MainNet's complexity based on input, reducing compute cost.

problem Reducing deep neural network computational cost while maintaining performance.

method Attach a SideNet to a MainNet to adaptively process inputs.

result SideNet allows for substantial decreases in compute with minimal performance drops.

adaptive network complexity SideNet MainNet compute reduction calibrated classifications

2020-07-14abs ↗pdf ↗

Pools as Portfolios: Observed arbitrage efficiency & LVR analysis of dynamic weight AMMsq-fin.TR

Dynamic-weight AMMs outperform traditional CEX rebalancing in tokenized funds, especially on L2s.

problem Improving asset allocation efficiency in decentralized finance (DeFi) protocols.

method Block-level arbitrage analysis and long-term performance benchmarks on two live pools.

result Dynamic-weight AMMs can achieve performance comparable to or better than traditional CEX rebalancing, especially on Layer 2 (L2) networks.

Dynamic-weight AMMs DeFi Arbitrage Tokenized Funds L2 Networks

2026-02-25abs ↗pdf ↗

The cost of artificial latency in the PBS contextcs.GT

Research examines how strategic latency manipulation impacts Ethereum's network efficiency and decentralization.

problem Impact of artificial latency on Ethereum's network efficiency and decentralization.

method Comprehensive analysis of MEV-Boost auction system and empirical validation with a pilot.

result Increased profitability for node operators and significant systemic challenges like heightened network inefficiencies and centralization risks.

Ethereum MEV-Boost Latency Proposer-Builder Separation Network Efficiency

2023-12-15abs ↗pdf ↗

Layer 2 be or Layer not 2 be: Scaling on Uniswap v3q-fin.TR

The paper examines how cheaper and faster chains affect Uniswap v3 liquidity and profitability.

problem Impact of cheaper and faster chains on Uniswap v3 liquidity and profitability.

method Comparative analysis of Uniswap v3 activity on different chains with varying gas prices and block times.

result Liquidity providers are more capital efficient and receive higher fee returns on cheaper and faster chains.

Uniswap v3 Decentralized Finance AMM Gas Prices Block Times

2024-03-14abs ↗pdf ↗

UNISWAP: Impermanent Loss and Risk Profile of a Liquidity Providerq-fin.TR

Uniswap analyzes liquidity provider risk and impermanent loss.

problem Risk and loss for liquidity providers in decentralized exchanges.

method Improved impermanent loss function for Uniswap v2, v3 comparison.

result Improved impermanent loss function for Uniswap v2.

Uniswap liquidity provider impermanent loss decentralized finance risk profile

2021-06-28abs ↗pdf ↗