Digi Times

Academic research for AI robots to focus on causal reasoning and chain-of-thought

The field of AI robots has now entered a phase of rapid development and iteration, as evidenced by optimistic predictions from Nvidia CEO Jensen Huang and Tesla CEO Elon Musk. As noted by the National ...
Psychology Today

Psychodynamic Therapy

Psychodynamic therapy is derived from psychoanalytic therapy, and both are based on the work of Sigmund Freud. Psychodynamic therapy is an in-depth form of talk therapy based on the theories and ...
IEEE

Research on Fault Diagnosis of Rotating Machinery Based on Multi-Scale Causal Dilation Convolution

Abstract: Diagnosing faults in the rolling bearing of rotating machinery equipment is vital to ensuring the stability and safety of industrial production. Traditional convolution-based methods are ...
Microsoft

Causal Reasoning Favors Encoders: On The Limits of Decoder-Only Models

In context learning (ICL) underpins recent advances in large language models (LLMs), although its role and performance in causal reasoning remains unclear. Causal reasoning demands multihop ...
National Bureau of Economic Research

One Instrument, Many Treatments: Instrumental Variables Identification of Multiple Causal Effects

Many instrumental variables applications specify a single Bernoulli treatment. But instruments may change outcomes through multiple pathways or by varying treatment intensity. Lottery instruments that ...