sticky

Optimizing Query Expansions via LLM Preference Alignment

One of the longstanding challenges in information retrieval is the vocabulary mismatch problem...
sticky
Jul 22, 2025

Local Interference: Removing Interference Bias in Semi-Parametric Causal Models

Causal inference helps us answer “what-if” questions—what would happen if we recommended a podcast instead..
Causal Inference
sticky
Jul 22, 2025

The Hardness of Validating Observational Studies with Experimental Data

Many models at Spotify are trained using randomized data to prevent bias...
Causal Inference
sticky
Apr 8, 2025

Text2Tracks: Improving Prompt-based Music Recommendations with Generative Retrieval

Imagine asking your music app to “play some old-school rock ballads to relax” and instantly receiving the...
Search & Recommendations

Research Areas

How do we create more personalized experiences? What can we learn about listeners on how they use written language? How do we optimize testing methodologies? Explore all our research areas below.

Algorithmic ResponsibilityAlgorithmic Responsibility
Algorithmic Responsibility
Artificial IntelligenceArtificial Intelligence
Artificial Intelligence
Audio and Visual IntelligenceAudio and Visual Intelligence
Audio and Visual Intelligence
Causal InferenceCausal Inference
Causal Inference
EconomicsEconomics
Economics
EvaluationEvaluation
Evaluation
Search & RecommendationsSearch & Recommendations
Search & Recommendations
Speech and NLPSpeech and NLP
Speech and NLP
User ModelingUser Modeling
User Modeling

We are looking for pioneers to join us in all research areas

We're expanding knowledge of audio and video technology every day, sharing open source frameworks, tools, libraries, and models for everything from research exploration to large-scale production deployment.

Join Us