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Continuous Delivery 2.0
Continuous Delivery 2.0
Sep 12, 2023 · Artificial Intelligence

Compression as a Measure of Intelligence in Large Language Models

The article argues that a large language model's ability to compress data through next‑token prediction reflects its intelligence, reviews theoretical and empirical evidence linking compression efficiency to model scale, and proposes a circuit‑competition framework to explain emergent capabilities, in‑context learning, and fine‑tuning effects.

GPT-4LLMNeural Circuits
0 likes · 58 min read
Compression as a Measure of Intelligence in Large Language Models
DataFunSummit
DataFunSummit
Nov 25, 2022 · Information Security

Black and Gray Market Threats and Countermeasures in the Residential Services Industry

This article presents a comprehensive analysis of black‑gray market activities in the residential services sector, detailing industry service models, typical fraud scenarios, intelligence‑gathering architecture, traceability capabilities, and multi‑stage counter‑measure processes aimed at detection, investigation, and prosecution.

anti-fraudblack marketfraud detection
0 likes · 11 min read
Black and Gray Market Threats and Countermeasures in the Residential Services Industry
DataFunSummit
DataFunSummit
Mar 20, 2022 · Information Security

Black and Gray Market Intelligence and Countermeasures in the Residential Service Industry (Beike)

This presentation outlines the landscape of black and gray market activities in China's residential real‑estate platform, describes the various fraud scenarios, details intelligence collection, tracing architecture, and anti‑fraud measures, and shares typical cases such as fake C‑side registrations and crawler attacks.

Real Estateblack marketfraud detection
0 likes · 11 min read
Black and Gray Market Intelligence and Countermeasures in the Residential Service Industry (Beike)
DataFunTalk
DataFunTalk
Feb 6, 2022 · Information Security

Black and Gray Market Threats and Countermeasures in the Residential Services Industry (Beike)

This presentation details the current landscape of black and gray market activities in the residential services sector, describes typical fraud scenarios such as fake user registrations and crawler attacks, and outlines Beike's intelligence collection, tracing capabilities, and multi‑stage anti‑fraud operations to detect, investigate, and mitigate these threats.

Real Estateanti-fraudblack market
0 likes · 12 min read
Black and Gray Market Threats and Countermeasures in the Residential Services Industry (Beike)