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.

169,291 papers · 148 categories

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2 results for “Superstition”

Predicting Auction Price of Vehicle License Plate with Deep Recurrent Neural Networkcs.CL

Deep RNN predicts vehicle license plate auction prices with high accuracy.

problem Predicting the auction price of vehicle license plates with desirable numbers.

method Constructed a deep recurrent neural network (RNN) to predict prices based on license plate characters.

result Deep RNN predictions explain over 80 percent of price variations, significantly outperforming previous models.

Deep Learning Vehicle License Plates Auction Prices Natural Language Processing Superstition

2017-01-30abs ↗pdf ↗

Superstition in the Network: Deep Reinforcement Learning Plays Deceptive Gamescs.LG

Deep RL fails on deceptive games, revealing algorithm weaknesses.

problem Characterizing and understanding failures of deep reinforcement learning.

method Testing A2C on four deceptive games using a game framework.

result Deep RL fails in specific ways that differ from planning-based agents.

deep reinforcement learning deceptive games failure modes A2C algorithm General Video Game AI

2019-08-12abs ↗pdf ↗