Recommended

Ranked recommendations

Emerging feedMaterialized ranking run

Momentum-weighted papers gaining relevance inside the current corpus.

Papers come from a materialized ranking run. The explanations reflect the recorded signal weights for the resolved run. The undercited family is scoped to a frozen low-citation candidate pool for the same corpus snapshot.

Run context

Pinned

Rows surfaced

Top score

0.595

Snapshot

Snapshot 2026-05-21

Showing 20 papers from bounded ML scorer order over materialized metadata; 20 include topic labels.

Topic labels are imported metadata and can be noisy; use them as coarse navigation hints, not authoritative classifications.

Focus paper: https://openalex.org/W4404396137 is not in the current top 20 rows for this view, but the run context is still pinned while you switch families.

Technical run metadata

Resolved run label: shadow-generalization-product-candidate-ranking-v1.

Ranking mode: bounded_ml_scorer. Order selected by bounded ML scorer; displayed scores/signals are materialized ranking metadata.

Bounded scorer serving is eligible only for Emerging requests with limit=20; other limits use materialized heuristic order.

Run label filter: shadow-generalization-product-candidate-ranking-v1. Resolved run: rank-83787b91ef; snapshot: source-snapshot-shadow-generalization-v1-20260521.

Storage provenance: materialized family rows are read from paper_scores. Result order was selected by the bounded ML scorer; displayed final_score and signal metadata still come from the materialized row. The undercited pool definition is documented in docs/candidate-pool-low-cite.md.

Live ranking surface

Emerging results

Family: emergingBounded ML scorer orderLimit: 20

This response was ordered by the bounded ML scorer rollout. Displayed scores and signal explanations still come from the materialized ranking row.

How this Emerging list is ranked

Order selected by bounded ML scorer rollout. The bullets below describe materialized row metadata from the ranking run, not the final visible order.

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).
Embedding slice fit (corpus centroid) is weighted in ordering for this run; it measures fit to this corpus slice, not general semantic relevance. Cross-cluster signal may appear on rows but is not weighted for Emerging in this run.

Materialized score signals: Embedding slice fit (corpus centroid), Recent attention, Topic momentum, Similarity penalty
Measured only (transparency): Cross-cluster signal
Full Emerging run details are available in Technical run metadata.

CCMusic: An Open and Diverse Database for Chinese Music Information Retrieval Research
0.595
2025 | cites: 6 | tismir
Emerging3 topic labels
Music and Audio ProcessingDiverse Musicological StudiesMusic Technology and Sound Studies
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1667)
Recent attentionused
Recent attention: medium; used in final ranking (contribution to score: 0.1800)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.2480)
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)
Open dossier Compare in evaluation Check topic momentum
BPSD: A Coherent Multi-Version Dataset for Analyzing the First Movements of Beethoven's Piano Sonatas
0.509
2024 | cites: 5 | tismir
Emerging3 topic labels
Music and Audio ProcessingNeuroscience and Music PerceptionMusic Technology and Sound Studies
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1639)
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.1000)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.2448)
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)
Open dossier Compare in evaluation Check topic momentum
Towards an 'Everything Corpus': A Framework and Guidelines for the Curation of More Comprehensive Multimodal Music Data
0.502
2025 | cites: 2 | tismir
Emerging3 topic labels
Music and Audio ProcessingDiverse Musicological StudiesNatural Language Processing Techniques
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1703)
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0600)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.2715)
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)
Open dossier Compare in evaluation Check topic momentum
Jazz Trio Database: Automated Annotation of Jazz Piano Trio Recordings Processed Using Audio Source Separation
0.460
2024 | cites: 4 | tismir
Emerging3 topic labels
Music and Audio ProcessingMusic Technology and Sound StudiesSpeech and Audio Processing
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1646)
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0800)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.2153)
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)
Open dossier Compare in evaluation Check topic momentum
Supervised Contrastive Models for Music Information Retrieval in Classical Persian Music
0.431
2026 | cites: 0 | tismir
Emerging3 topic labels
Music and Audio ProcessingMusic Technology and Sound StudiesDiverse Music Education Insights
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1721)
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: 0.2591)
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)
Open dossier Compare in evaluation Check topic momentum
ImproVision Equilibrium: Toward Multimodal Musical Human-Machine Interaction
0.434
2025 | cites: 0 | tismir
Emerging3 topic labels
Music Technology and Sound StudiesHuman Motion and AnimationNeuroscience and Music Perception
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1714)
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: 0.2622)
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)
Open dossier Compare in evaluation Check topic momentum
The GigaMIDI Dataset with Features for Expressive Music Performance Detection
0.475
2025 | cites: 2 | tismir
Emerging3 topic labels
Music and Audio ProcessingMusic Technology and Sound StudiesNeuroscience and Music Perception
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1700)
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0600)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.2448)
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)
Open dossier Compare in evaluation Check topic momentum
Reverse Engineering of Music Mixing Graphs With Differentiable Processors and Iterative Pruning
0.442
2025 | cites: 0 | jaes
Emerging3 topic labels
Music Technology and Sound StudiesModular Robots and Swarm IntelligenceCellular Automata and Applications
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1656)
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: 0.2765)
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)
Open dossier Compare in evaluation Check topic momentum
On the Lack of a Perceptually Motivated Evaluation Metric for Packet Loss Concealment in Networked Music Performances
0.474
2025 | cites: 3 | jaes
Emerging3 topic labels
Music Technology and Sound StudiesSpeech and Audio ProcessingMusic and Audio Processing
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1689)
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0900)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.2153)
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)
Open dossier Compare in evaluation Check topic momentum
Issues and Challenges of Audio Technologies for the Musical Metaverse
0.728
2025 | cites: 11 | jaes
Emerging1 topic label
Music Technology and Sound Studies
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1688)
Recent attentionused
Recent attention: high; used in final ranking (contribution to score: 0.3300)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.2294)
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)
Open dossier Compare in evaluation Check topic momentum
Multimodal Datasets for Studying Expert Performances of Musical Scores
0.481
2025 | cites: 2 | tismir
Emerging3 topic labels
Music Technology and Sound StudiesNeuroscience and Music PerceptionMusic and Audio Processing
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1764)
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0600)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.2448)
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)
Open dossier Compare in evaluation Check topic momentum
3D Microphone Array Comparison Part 2: Elicitation of Salient Perceptual Attributes
0.413
2026 | cites: 0 | jaes
Emerging3 topic labels
Hearing Loss and RehabilitationHuman auditory perception and evaluationMusic Technology and Sound Studies
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1666)
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: 0.2465)
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)
Open dossier Compare in evaluation Check topic momentum
ChoraleBricks: A Modular Multitrack Dataset for Wind Music Research
0.515
2025 | cites: 3 | tismir
Emerging3 topic labels
Music and Audio ProcessingMusic Technology and Sound StudiesAnimal Vocal Communication and Behavior
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1664)
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0900)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.2591)
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)
Open dossier Compare in evaluation Check topic momentum
MusiQAl: A Dataset for Music Question-Answering through Audio-Video Fusion
0.415
2025 | cites: 1 | tismir
Emerging3 topic labels
Music and Audio ProcessingSpeech and Audio ProcessingMusic Technology and Sound Studies
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1701)
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0300)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.2153)
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)
Open dossier Compare in evaluation Check topic momentum
Toward an Improved Auditory Model for Predicting Binaural Coloration
0.649
2025 | cites: 6 | jaes
Emerging1 topic label
Color Science and Applications
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1689)
Recent attentionused
Recent attention: medium; used in final ranking (contribution to score: 0.1800)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.3000)
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)
Open dossier Compare in evaluation Check topic momentum
High-Resolution Directivity Measurements of an Artificial Head and Mouth Shaped to Three Vowels
0.430
2026 | cites: 0 | jaes
Emerging3 topic labels
Voice and Speech DisordersPhonetics and Phonology ResearchHearing Loss and Rehabilitation
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1597)
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: 0.2700)
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)
Open dossier Compare in evaluation Check topic momentum
A Lightweight Two‑Branch Architecture for Multi‑Instrument Transcription via Note‑Level Contrastive Clustering
0.424
2026 | cites: 0 | tismir
Emerging3 topic labels
Music and Audio ProcessingMusic Technology and Sound StudiesImage Processing and 3D Reconstruction
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1646)
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: 0.2591)
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)
Open dossier Compare in evaluation Check topic momentum
The Billboard Melodic Music Dataset (BiMMuDa)
0.425
2024 | cites: 1 | tismir
Emerging3 topic labels
Music and Audio ProcessingMusic Technology and Sound StudiesNeuroscience and Music Perception
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1603)
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0200)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.2448)
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)
Open dossier Compare in evaluation Check topic momentum
STAR Drums: A Dataset for Automatic Drum Transcription
0.491
2025 | cites: 3 | tismir
Emerging3 topic labels
Music and Audio ProcessingMusic Technology and Sound StudiesDiverse Musicological Studies
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1530)
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0900)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.2480)
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)
Open dossier Compare in evaluation Check topic momentum
Beyond a Western Center of Music Information Retrieval: A Bibliometric Analysis of the First 25 Years of ISMIR Authorship
0.462
2025 | cites: 1 | tismir
Emerging3 topic labels
Music and Audio ProcessingDiverse Musicological StudiesInformation Retrieval and Search Behavior
Emerging: embedding slice fit vs included-corpus centroid (title+abstract), plus citation velocity and topic growth; not universal relevance. Bridge signal not used here.
Why this surfaced | 3 used | 1 penalty | 1 not computed
Embedding slice fit (corpus centroid)used
Embedding slice fit (corpus centroid): high; used in final ranking (contribution to score: 0.1608)
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0300)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.2715)
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)
Open dossier Compare in evaluation Check topic momentum

Current ML boundary

Emerging can be reordered by the bounded ML scorer only when the backend rollout gate is enabled. Bridge and Under-cited are not served by that scorer; their order comes from materialized ranking rows.

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.