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Future Data Systems's Projects

abae icon abae

Accelerating Approximate Aggregation Queries with Expensive Predicates (VLDB 21)

acidrain icon acidrain

2AD analysis prototype and logs from sample applications

asap icon asap

ASAP: Prioritizing Attention via Time Series Smoothing

baleen icon baleen

Baleen: Robust Multi-Hop Reasoning at Scale via Condensed Retrieval (NeurIPS'21)

blazeit icon blazeit

Its BlazeIt because it's blazing fast

colbert icon colbert

ColBERT: state-of-the-art neural search (SIGIR'20, TACL'21, NeurIPS'21, NAACL'22, CIKM'22, ACL'23, EMNLP'23)

crosstrainer icon crosstrainer

CrossTrainer: Practical Domain Adaptation with Loss Reweighting

cs245-as1 icon cs245-as1

Student files for CS245 Programming Assignment 1: In-memory data layout

equivariant-transformers icon equivariant-transformers

Equivariant Transformer (ET) layers are image-to-image mappings that incorporate prior knowledge on invariances with respect to continuous transformations groups (ICML 2019). Paper: https://arxiv.org/abs/1901.11399

ezmode icon ezmode

An iterative algorithm for selecting rare events in large, unlabeled datasets

fast icon fast

End-to-end earthquake detection pipeline via efficient time series similarity search

frugalgpt icon frugalgpt

FrugalGPT: better quality and lower cost for LLM applications

gavel icon gavel

Code for "Heterogenity-Aware Cluster Scheduling Policies for Deep Learning Workloads", which appeared at OSDI 2020

graphio icon graphio

Automated Lower Bounds on the I/O Complexity of Computation Graphs

inquest icon inquest

Accelerating Aggregation Queries on Unstructured Streams of Data

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