Recommended

Ranked recommendations

Papers come from a materialized ranking run (paper_scores per family). The API derives plain-language explanations from the same weights stored on the run. The undercited family only scores works in the frozen low-cite candidate pool (docs/candidate-pool-low-cite.md v0), scoped to your corpus snapshot.

ml2-5a-qual-r2-k6-20260405 | run rank-83976f1097 | snapshot source-snapshot-20260329-170012 | 15 papers

Web is filtering runs with NEXT_PUBLIC_RANKING_VERSION=ml2-5a-qual-r2-k6-20260405.

Emerging | live results

Family: emerging | order by materialized final_score descending

How this Emerging list is ranked

  • Ordering uses recent attention and topic momentum from this corpus snapshot.
  • Similarity penalty can reduce scores when topic mix is narrow (small weight for Emerging).
  • Semantic match and cross-cluster signal appear when present but are not used in ordering for this family.

Used in ordering: Recent attention, Topic momentum, Similarity penalty
Measured only (transparency): Semantic match, Cross-cluster signal
Pinned run label: ml2-5a-qual-r2-k6-20260405

  • GiantMIDI-Piano: A Large-Scale MIDI Dataset for Classical Piano Music

    2022 | cites: 48 | tismir | score: 0.7500

    Music and Audio ProcessingMusic Technology and Sound StudiesNeuroscience and Music Perception

    Recent paper with citation momentum in active topics; semantic and bridge not yet modeled.

    Why this surfaced
    Semantic matchnot computed

    Semantic match: not computed for this run

    Recent attentionused

    Recent attention: high; used in final ranking (contribution to score: 0.6000)

    Topic momentumused

    Topic momentum: medium; used in final ranking (contribution to score: 0.1500)

    Cross-cluster signalnot computed

    Cross-cluster signal: not computed for this run

    Similarity penaltypenalty

    Similarity penalty: reduces score when non-zero (contribution to score: 0.0000)

  • The Sound Demixing Challenge 2023 - Music Demixing Track

    2024 | cites: 21 | tismir | score: 0.5596

    Music and Audio ProcessingSpeech and Audio ProcessingMusic Technology and Sound Studies

    Recent paper with citation momentum in active topics; semantic and bridge not yet modeled.

    Why this surfaced
    Semantic matchnot computed

    Semantic match: not computed for this run

    Recent attentionused

    Recent attention: high; used in final ranking (contribution to score: 0.4375)

    Topic momentumused

    Topic momentum: low; used in final ranking (contribution to score: 0.1221)

    Cross-cluster signalnot computed

    Cross-cluster signal: not computed for this run

    Similarity penaltypenalty

    Similarity penalty: reduces score when non-zero (contribution to score: 0.0000)

  • On Evaluation of Inter- and Intra-Rater Agreement in Music Recommendation

    2021 | cites: 40 | tismir | score: 0.5366

    Music and Audio ProcessingNeuroscience and Music PerceptionSpeech and Audio Processing

    Recent paper with citation momentum in active topics; semantic and bridge not yet modeled.

    Why this surfaced
    Semantic matchnot computed

    Semantic match: not computed for this run

    Recent attentionused

    Recent attention: high; used in final ranking (contribution to score: 0.4167)

    Topic momentumused

    Topic momentum: low; used in final ranking (contribution to score: 0.1200)

    Cross-cluster signalnot computed

    Cross-cluster signal: not computed for this run

    Similarity penaltypenalty

    Similarity penalty: reduces score when non-zero (contribution to score: 0.0000)

  • Diversity by Design in Music Recommender Systems

    2021 | cites: 32 | tismir | score: 0.4834

    Music and Audio ProcessingMusic Technology and Sound StudiesNeuroscience and Music Perception

    Recent paper with citation momentum in active topics; semantic and bridge not yet modeled.

    Why this surfaced
    Semantic matchnot computed

    Semantic match: not computed for this run

    Recent attentionused

    Recent attention: medium; used in final ranking (contribution to score: 0.3333)

    Topic momentumused

    Topic momentum: medium; used in final ranking (contribution to score: 0.1500)

    Cross-cluster signalnot computed

    Cross-cluster signal: not computed for this run

    Similarity penaltypenalty

    Similarity penalty: reduces score when non-zero (contribution to score: 0.0000)

  • Perceptual and automated estimates of infringement in 40 music copyright cases

    2023 | cites: 16 | tismir | score: 0.4349

    Music and Audio ProcessingMusic Technology and Sound StudiesDiverse Musicological Studies

    Recent paper with citation momentum in active topics; semantic and bridge not yet modeled.

    Why this surfaced
    Semantic matchnot computed

    Semantic match: not computed for this run

    Recent attentionused

    Recent attention: medium; used in final ranking (contribution to score: 0.2500)

    Topic momentumused

    Topic momentum: medium; used in final ranking (contribution to score: 0.1849)

    Cross-cluster signalnot computed

    Cross-cluster signal: not computed for this run

    Similarity penaltypenalty

    Similarity penalty: reduces score when non-zero (contribution to score: 0.0000)

  • PiJAMA: Piano Jazz with Automatic MIDI Annotations

    2023 | cites: 11 | tismir | score: 0.3568

    Music and Audio ProcessingMusic Technology and Sound StudiesDiverse Musicological Studies

    Recent paper with citation momentum in active topics; semantic and bridge not yet modeled.

    Why this surfaced
    Semantic matchnot computed

    Semantic match: not computed for this run

    Recent attentionused

    Recent attention: low; used in final ranking (contribution to score: 0.1719)

    Topic momentumused

    Topic momentum: medium; used in final ranking (contribution to score: 0.1849)

    Cross-cluster signalnot computed

    Cross-cluster signal: not computed for this run

    Similarity penaltypenalty

    Similarity penalty: reduces score when non-zero (contribution to score: 0.0000)

  • Introducing the "Cockpit Party Problem": Blind Source Separation Enhances Aircraft Cockpit Speech Transcription

    2025 | cites: 1 | jaes | score: 0.3184

    Speech and Audio ProcessingBlind Source Separation TechniquesVehicle Noise and Vibration Control

    Recent paper with citation momentum in active topics; semantic and bridge not yet modeled.

    Why this surfaced
    Semantic matchnot computed

    Semantic match: not computed for this run

    Recent attentionused

    Recent attention: low; used in final ranking (contribution to score: 0.0313)

    Topic momentumused

    Topic momentum: high; used in final ranking (contribution to score: 0.2872)

    Cross-cluster signalnot computed

    Cross-cluster signal: not computed for this run

    Similarity penaltypenalty

    Similarity penalty: reduces score when non-zero (contribution to score: 0.0000)

  • Attend to Chords: Improving Harmonic Analysis of Symbolic Music Using Transformer-Based Models

    2021 | cites: 18 | tismir | score: 0.3096

    Music and Audio ProcessingSpeech and Audio ProcessingMusic Technology and Sound Studies

    Recent paper with citation momentum in active topics; semantic and bridge not yet modeled.

    Why this surfaced
    Semantic matchnot computed

    Semantic match: not computed for this run

    Recent attentionused

    Recent attention: low; used in final ranking (contribution to score: 0.1875)

    Topic momentumused

    Topic momentum: low; used in final ranking (contribution to score: 0.1221)

    Cross-cluster signalnot computed

    Cross-cluster signal: not computed for this run

    Similarity penaltypenalty

    Similarity penalty: reduces score when non-zero (contribution to score: 0.0000)

  • ChoraleBricks: A Modular Multitrack Dataset for Wind Music Research

    2025 | cites: 2 | tismir | score: 0.2974

    Music and Audio ProcessingMusic Technology and Sound StudiesAnimal Vocal Communication and Behavior

    Recent paper with citation momentum in active topics; semantic and bridge not yet modeled.

    Why this surfaced
    Semantic matchnot computed

    Semantic match: not computed for this run

    Recent attentionused

    Recent attention: low; used in final ranking (contribution to score: 0.0625)

    Topic momentumused

    Topic momentum: medium; used in final ranking (contribution to score: 0.2349)

    Cross-cluster signalnot computed

    Cross-cluster signal: not computed for this run

    Similarity penaltypenalty

    Similarity penalty: reduces score when non-zero (contribution to score: 0.0000)

  • Wagner Ring Dataset: A Complex Opera Scenario for Music Processing and Computational Musicology

    2023 | cites: 9 | tismir | score: 0.2907

    Music and Audio ProcessingMusic Technology and Sound StudiesNeuroscience and Music Perception

    Recent paper with citation momentum in active topics; semantic and bridge not yet modeled.

    Why this surfaced
    Semantic matchnot computed

    Semantic match: not computed for this run

    Recent attentionused

    Recent attention: low; used in final ranking (contribution to score: 0.1406)

    Topic momentumused

    Topic momentum: medium; used in final ranking (contribution to score: 0.1500)

    Cross-cluster signalnot computed

    Cross-cluster signal: not computed for this run

    Similarity penaltypenalty

    Similarity penalty: reduces score when non-zero (contribution to score: 0.0000)

  • CCMusic: An Open and Diverse Database for Chinese Music Information Retrieval Research

    2025 | cites: 3 | tismir | score: 0.2786

    Music and Audio ProcessingDiverse Musicological StudiesMusic Technology and Sound Studies

    Recent paper with citation momentum in active topics; semantic and bridge not yet modeled.

    Why this surfaced
    Semantic matchnot computed

    Semantic match: not computed for this run

    Recent attentionused

    Recent attention: low; used in final ranking (contribution to score: 0.0938)

    Topic momentumused

    Topic momentum: medium; used in final ranking (contribution to score: 0.1849)

    Cross-cluster signalnot computed

    Cross-cluster signal: not computed for this run

    Similarity penaltypenalty

    Similarity penalty: reduces score when non-zero (contribution to score: 0.0000)

  • JSD: A Dataset for Structure Analysis in Jazz Music

    2022 | cites: 10 | tismir | score: 0.2750

    Music and Audio ProcessingMusic Technology and Sound StudiesNeuroscience and Music Perception

    Recent paper with citation momentum in active topics; semantic and bridge not yet modeled.

    Why this surfaced
    Semantic matchnot computed

    Semantic match: not computed for this run

    Recent attentionused

    Recent attention: low; used in final ranking (contribution to score: 0.1250)

    Topic momentumused

    Topic momentum: medium; used in final ranking (contribution to score: 0.1500)

    Cross-cluster signalnot computed

    Cross-cluster signal: not computed for this run

    Similarity penaltypenalty

    Similarity penalty: reduces score when non-zero (contribution to score: 0.0000)

  • Beyond a Western Center of Music Information Retrieval: A Bibliometric Analysis of the First 25 Years of ISMIR Authorship

    2025 | cites: 0 | tismir | score: 0.2676

    Music and Audio ProcessingDiverse Musicological StudiesInformation Retrieval and Search Behavior

    Recent paper with citation momentum in active topics; semantic and bridge not yet modeled.

    Why this surfaced
    Semantic matchnot computed

    Semantic match: not computed for this run

    Recent attentionused

    Recent attention: low; used in final ranking (contribution to score: 0.0000)

    Topic momentumused

    Topic momentum: high; used in final ranking (contribution to score: 0.2676)

    Cross-cluster signalnot computed

    Cross-cluster signal: not computed for this run

    Similarity penaltypenalty

    Similarity penalty: reduces score when non-zero (contribution to score: 0.0000)

  • Towards an 'Everything Corpus': A Framework and Guidelines for the Curation of More Comprehensive Multimodal Music Data

    2025 | cites: 2 | tismir | score: 0.2635

    Music and Audio ProcessingDiverse Musicological StudiesNatural Language Processing Techniques

    Recent paper with citation momentum in active topics; semantic and bridge not yet modeled.

    Why this surfaced
    Semantic matchnot computed

    Semantic match: not computed for this run

    Recent attentionused

    Recent attention: low; used in final ranking (contribution to score: 0.0625)

    Topic momentumused

    Topic momentum: medium; used in final ranking (contribution to score: 0.2010)

    Cross-cluster signalnot computed

    Cross-cluster signal: not computed for this run

    Similarity penaltypenalty

    Similarity penalty: reduces score when non-zero (contribution to score: 0.0000)

  • A Basic Tutorial on Novelty and Activation Functions for Music Signal Processing

    2024 | cites: 6 | tismir | score: 0.2471

    Music and Audio ProcessingSpeech and Audio ProcessingMusic Technology and Sound Studies

    Recent paper with citation momentum in active topics; semantic and bridge not yet modeled.

    Why this surfaced
    Semantic matchnot computed

    Semantic match: not computed for this run

    Recent attentionused

    Recent attention: low; used in final ranking (contribution to score: 0.1250)

    Topic momentumused

    Topic momentum: low; used in final ranking (contribution to score: 0.1221)

    Cross-cluster signalnot computed

    Cross-cluster signal: not computed for this run

    Similarity penaltypenalty

    Similarity penalty: reduces score when non-zero (contribution to score: 0.0000)

Roadmap: embeddings

ML milestone 1 fills semantic_score and retrieval; bridge-style scores follow once clusters are available.

Heuristic baseline

The rule-only undercited list (/api/v1/recommendations/undercited) uses the same pool definition but is not tied to a corpus snapshot. For snapshot-scoped A/B against the ranked undercited family, use Evaluation.