Researchers introduced WILDTRACE, a benchmark of 481 tasks over 214 naturally occurring long-form sources such as technical incident reports and literary narratives, designed to test long-context reas…
Researchers introduced relational structural causal models (RSCMs) to enable AI to reason causally about environments with varying objects and relations. They defined relational causal graphs and deri…
A new cryptocurrency project called Pearl is marketing itself as a "useful" proof-of-work AI mining network, but evidence suggests it is actually running standard PoW computations disguised as AI infe…
A new empirical study of Pearl's Proof-of-Useful-Work blockchain found that its network of approximately 320,000 GPU-equivalents, consuming an estimated 112 megawatts of power, produced zero useful AI…