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

0.728

Snapshot

Snapshot 2026-05-21

Showing 20 papers from a materialized emerging ranking run; 19 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/W4413990340 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: materialized_heuristic.

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 ordering is final_score desc, work_id asc. The undercited pool definition is documented in docs/candidate-pool-low-cite.md.

Live ranking surface

Emerging results

Family: emergingOrder: score desc, stable tie-breakLimit: 20

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).
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.

Used in ordering: 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.

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
Digital Technology in Cultural Heritage: Construction and Evaluation Methods of AI-Based Ethnic Music Dataset
0.672
2024 | cites: 25 | unknown venue
Emerging0 topic labels
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: 0.1724)
Recent attentionused
Recent attention: high; used in final ranking (contribution to score: 0.5000)
Topic momentumused
Topic momentum: low; used in final ranking (contribution to score: 0.0000)
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
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
Modeling Time-Variant Responses of Optical Compressors With Selective State Space Models
0.556
2025 | cites: 3 | jaes
Emerging2 topic labels
Extremum Seeking Control SystemsReal-time simulation and control systems
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: 0.1661)
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: 0.3000)
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
PESTO: Real‑Time Pitch Estimation with Self‑Supervised Transposition‑Equivariant Objective
0.528
2025 | cites: 5 | 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: 0.1630)
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.1500)
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
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
Testing Auditory Illusions in Augmented Reality: Plausibility, Transfer-Plausibility, and Authenticity
0.514
2024 | cites: 11 | jaes
Emerging3 topic labels
Hearing Loss and RehabilitationTactile and Sensory InteractionsImage and Video Quality Assessment
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: 0.1640)
Recent attentionused
Recent attention: medium; used in final ranking (contribution to score: 0.2200)
Topic momentumused
Topic momentum: medium; used in final ranking (contribution to score: 0.1300)
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
Designing Neural Synthesizers for Low-Latency Interaction
0.501
2025 | cites: 1 | jaes
Emerging1 topic label
Neural Networks 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: 0.1705)
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: 0.3000)
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
The AI Music Arms Race: On the Detection of AI-Generated Music
0.495
2025 | cites: 2 | tismir
Emerging3 topic labels
Music and Audio ProcessingMusic Technology and Sound StudiesTime Series Analysis and Forecasting
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: 0.1756)
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: 0.2591)
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
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
Analysis of Various 3D Acquisition Techniques and Mesh Differences for Head-related Transfer Functions Calculation
0.487
2025 | cites: 1 | jaes
Emerging2 topic labels
Engineering Applied ResearchSimulation and Modeling 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: 0.1574)
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: 0.3000)
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
Physical Modeling of a Spring Reverb Tank Incorporating Helix Angle, Damping, and Magnetic Bead Coupling
0.482
2025 | cites: 1 | jaes
Emerging3 topic labels
Spacecraft and Cryogenic TechnologiesFluid Dynamics Simulations and InteractionsOil and Gas Production 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: 0.1519)
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: 0.3000)
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
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
Numerical Noise in Fixed-Pole Parallel and Kautz Filters
0.478
2025 | cites: 1 | jaes
Emerging1 topic label
Digital Filter Design and Implementation
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: 0.1479)
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: 0.3000)
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
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
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
Audio Signal Processing in the Artificial Intelligence Era: Challenges and Directions
0.467
2025 | cites: 3 | jaes
Emerging2 topic labels
Music and Audio ProcessingSpeech 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: 0.1691)
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: 0.2083)
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.