Research
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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.

168,742 papers · 148 categories

Trend · papers per month

count% of corpus
0111 · Oct 201919922001200920172026
3 results for “PBL”
Blending Diverse Physical Priors with Neural Networkscs.LG

PhysicsNAS generalizes PBL by integrating NAS into neural networks with physical priors.

problem Leveraging physical priors for robust inference in machine learning.
method Physics-based neural architecture search (PhysicsNAS) integrating physical priors and neural networks.
result PhysicsNAS is a top-performer across various physical models and dataset qualities.
PhysicsNASPBLNeural Architecture SearchPhysical PriorsNeural Networks
2019-10-01abs ↗pdf ↗
Political Leanings in Web3 Betting: Decoding the Interplay of Political and Profitable Motivescs.CY

Scores political leanings in Web3 betting markets.

problem Understanding political motivations in decentralized prediction markets.
method Constructing PBLS from Polymarket data, analyzing 15k addresses, 4k events, 8k markets.
result Validated PBLS through internal and external comparisons, revealing political and profit motives.
Web3 prediction marketsPolitical leaningsBlockchainPrediction marketsDecentralized systems
2024-07-20abs ↗pdf ↗
Prototype-based interpretation of the functionality of neurons in winner-take-all neural networkscs.LG

A new neural network method improves interpretability and detection of outliers.

problem Improving interpretability and detection of outliers in neural networks.
method Prototype-based learning (PbL) using a winner-take-all (WTA) network with two prototypes: positive and negative.
result The negative prototype is similar to the positive one, aligning with the BCM theory.
neural networksinterpretabilityoutliersBCM theoryWTA
2020-08-20abs ↗pdf ↗