~/talks

Han Wang

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titleconferencedate
PolicyCache: Intra-flow Learning in Congestion ControlNSDI '262026-05-04
PolicyCache claims intra‑flow learning that trains and runs a nonparametric Hoeffding Adaptive Tree (HAT) inside each flow, plus backup exploration and micro…
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Interconnected Capital: Visualizing WAM, PE, RE, and HF Data with Neo4jNODES 20252025-11-06
Neo4j plus a Snowflake-backed tax data warehouse models legal and investor relationships so queries that took minutes or timed out become fast and actionable…
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What We Learned from Using LLMs in PinterestAI Engineer World's Fair 20252025-06-03
Pinterest integrates LLMs into search relevance, fine-tuning a cross-encoder teacher on human labels and using it to label daily logs for semi-supervised…
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Speed is Not All You Need for Data ProcessingPyCon US 20242024-05-15
Benchmarks compare Pandas, Polars, DuckDB, Spark and Dask across sizes and show context matters: synthetic TPCH/H2O numbers report DuckDB 80x improvement but…
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Testing Big Data Applications (Spark, Dask, and Ray)PyData Global 20222022-12-01
Compares Spark Dask and Ray testability, shows a reusable pattern: separate core computing logic from orchestration and cluster setup, unit-test pandas or…
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Testing Big Data Applications (Spark, Dask, and Ray)PyData NYC 20222022-11-09
Compares concrete testing techniques and a working tool: Spark Dask and Ray create brittle, cluster‑dependent tests while an abstraction — Fugue abstraction…
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Comparing the Different Ways to Scale Python and Pandas CodePyCon US 20222022-04-27
Fugue provides a concrete bridge: the transform() function runs a single Python/Pandas function on Pandas Spark or Dask by swapping an engine, and a benchmark…
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Scaling Machine Learning Workflows to Big Data with FugueKubeCon + CloudNativeCon North America 20212021-10-11
Fugue lets native Python/Pandas logic run unchanged on Spark or Dask by translating a few calls into engine operations; demos convert a row-wise concat and a…
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Simplifying Testing of Spark ApplicationsOpen Source Summit + Embedded Linux Conference + OSPOCon 20212021-09-27
Shows that using Fugue and native Python lets the same tokenization and sentiment code run on pandas or Spark without changing logic, avoiding local cluster…
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Shoal: A Network Architecture for Disaggregated RacksNSDI 20192019-02-26
Shoal presents a rack fabric built from nanosecond circuit switches and a fully decentralized, traffic‑agnostic static cyclic schedule that forces every node…
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SoNIC: Precise Realtime Software Access and Control of Wired NetworksNSDI 20132013-04-02
SoNIC implements the physical and data‑link layers in software using commodity multi‑core CPUs plus an FPGA transceiver board and PCIe Gen2 DMA (32 Gbps) to…
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