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Researcher Evidence Record

Ziyi Yang

This bounded record lists 106 Pith paper rows and 0 imported work rows attributed to this corpus identity. The enumerated, non-disputed paper rows include cs.CL, cs.CV, cs.LG work dated 2015 to 2026. The record describes sources and coverage; it makes no judgment about the person.

Compiled coverage vector

Measured lane counts only. Not a trust score or person verdict.

Enumerated paper scope: 19 fields (cs.CL, cs.CV, cs.LG, +16 more) · 2015-2026 sources: authors, author_identifiers · paper_authors · author_works · current_verdicts · cited_works

A sourced case file for attributed work. It is neither a profile score nor a verdict about this researcher.

Attributed works

A bounded ledger from the Pith paper and imported-work queries. Counts and source confidence stay with each work.

  1. 2026 Pith paper

    Forbench: Symbolic Simulation Helps Make Your Testbench More Formal

    cs.AR provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  2. 2026 Pith paper

    GGC: Selective Query Correction for Reliable Text-to-SPARQL Generation

    cs.CL provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  3. 2026 Pith paper

    Classical and vincular patterns of length three in generalized alternating permutations

    math.CO provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  4. 2026 Pith paper

    CircuitProver: Agentic Lean 4 Theorem Proving with Reusable Circuit Proof Library for Hardware Verification

    cs.LO provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  5. 2026 Pith paper

    Skill Self-Play: Pushing the Frontier of LLM Capability with Co-Evolving Skills

    cs.CL provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    8
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  6. 2026 Pith paper

    Adaptive Momentum Enhanced Distributed Multichannel Active Noise Control for Faster Convergence under Communication Delays

    eess.AS provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  7. 2026 Pith paper

    Quantum Algorithm for Elliptic Curve Discrete Logarithms with Space-Efficient Point Addition

    quant-ph provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  8. 2026 Pith paper

    Spatial-Frequency Cued Generative Fixed-Filter Active Noise Control Based on Deep Learning in Reverberant Environments

    eess.AS provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    5
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  9. 2026 Pith paper

    Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts

    cs.CL provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    6
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  10. 2026 Pith paper

    SpaceRipple: Lightweight Semantic Delivery for Mission-Oriented LEO Earth Observation Satellite Networks

    cs.CV provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  11. 2026 Pith paper

    Scalable Peptide Design via Memory-Efficient Equivariant Transformer

    cs.LG provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    5
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  12. 2026 Pith paper

    Answer Set Programming for Egg Extraction and More

    cs.PL provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  13. 2026 Pith paper

    Uncertainty-Aware Motion Planning for Autonomous Driving in Mixed Traffic Environment

    cs.RO provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  14. 2026 Pith paper

    Spend Your Rollouts Where It Counts: Rollout Allocation for Group-Based RL Post-Training

    cs.LG provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  15. 2026 Pith paper

    Development of a sub-100 ps Time-of-Flight detector with SiPM-readout scintillator for measurement of cosmic muon velocity

    physics.ins-det provisional current review present

    Sources and evidence
    Authorship source
    backfill
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  16. 2026 Pith paper

    AcademiClaw: When Students Set Challenges for AI Agents

    cs.AI provisional current review present

    Sources and evidence
    Authorship source
    backfill
    Printed name
    Ziyi Yang
    Author position
    16
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  17. 2026 Pith paper

    Transformer-based End-to-End Control Filter Generation for Active Noise Control

    eess.AS provisional current review present

    Sources and evidence
    Authorship source
    backfill
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  18. 2026 Pith paper

    AniGen: Unified $S^3$ Fields for Animatable 3D Asset Generation

    cs.GR provisional current review present

    Sources and evidence
    Authorship source
    backfill
    Printed name
    Ziyi Yang
    Author position
    6
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    • 2 pith inbound references from cited_work_pith_inbound_counts
  19. 2026 Pith paper

    Prior-guided Fusion of Multimodal Features for Change Detection from Optical-SAR Images

    cs.CV provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    7
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  20. 2026 Pith paper

    Space-Efficient Quantum Algorithm for Elliptic Curve Discrete Logarithms with Resource Estimation

    quant-ph provisional current review present

    Sources and evidence
    Authorship source
    backfill
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  21. 2026 Pith paper

    Cross-Chirality Generalization by Axial Vectors for Hetero-Chiral Protein-Peptide Interaction Design

    q-bio.BM provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  22. 2026 Pith paper

    A Stabilized Hybrid Active Noise Control Algorithm of GFANC and FxNLMS with Online Clustering

    eess.AS provisional current review present

    Sources and evidence
    Authorship source
    backfill
    Printed name
    Ziyi Yang
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  23. 2026 Pith paper

    IC3-Evolve: Proof-/Witness-Gated Offline LLM-Driven Heuristic Evolution for IC3 Hardware Model Checking

    cs.AI provisional current review present

    Sources and evidence
    Authorship source
    backfill
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  24. 2025 Pith paper

    Design of Microlens Arrays for Thermal Imaging with Spintronic Poisson Bolometers

    physics.optics provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  25. 2025 Pith paper

    Enhanced Sensitivity to Blackbody Radiation in Spintronic Poisson Bolometers

    physics.optics provisional current review present

    Sources and evidence
    Authorship source
    backfill
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  26. 2025 Pith paper

    SkillWrapper: Generative Predicate Invention for Task-level Robot Planning

    cs.RO provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    • 3 pith inbound references from cited_work_pith_inbound_counts
  27. 2025 Pith paper

    Language Model as Planner and Formalizer under Constraints

    cs.CL provisional current review present

    Sources and evidence
    Authorship source
    backfill
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  28. 2025 Pith paper

    Acoustic Scene Classification Using CNN-GRU Model Without Knowledge Distillation

    eess.AS provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    5
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  29. 2025 Pith paper

    Loong: Synthesize Long Chain-of-Thoughts at Scale through Verifiers

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  30. 2025 Pith paper

    Joint Feature and Output Distillation for Low-complexity Acoustic Scene Classification

    cs.SD provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  31. 2025 Pith paper

    Quantum Algorithms for Bandits with Knapsacks with Improved Regret and Time Complexities

    quant-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  32. 2025 Pith paper

    E3D-Bench: A Benchmark for End-to-End 3D Geometric Foundation Models

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 2 pith inbound references from cited_work_pith_inbound_counts
  33. 2025 Pith paper

    DS-TTS: Zero-Shot Speaker Style Adaptation from Voice Clips via Dynamic Dual-Style Feature Modulation

    cs.SD provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  34. 2025 Pith paper

    UniGeo: Taming Video Diffusion for Unified Consistent Geometry Estimation

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    6
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 2 pith inbound references from cited_work_pith_inbound_counts
  35. 2025 Pith paper

    QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    6
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 9 pith inbound references from cited_work_pith_inbound_counts
  36. 2025 Pith paper

    ThinkSwitcher: When to Think Hard, When to Think Fast

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 5 pith inbound references from cited_work_pith_inbound_counts
  37. 2025 Pith paper

    Mutual-Taught for Co-adapting Policy and Reward Models

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    5
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  38. 2025 Pith paper

    Task and Skill Planning: Hierarchical Robot Planning with Black-Box Skills

    cs.RO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  39. 2025 Pith paper

    FuseRL: Dense Preference Optimization for Heterogeneous Model Fusion

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  40. 2025 Pith paper

    OffRAC: Offloading Through Remote Accelerator Calls

    cs.NI provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  41. 2025 Pith paper

    FuseChat-3.0: Preference Optimization Meets Heterogeneous Model Fusion

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 2 pith inbound references from cited_work_pith_inbound_counts
  42. 2025 Pith paper

    Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs

    cs.CL provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    68
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    • 15 external cited by from pith
    • 112 pith inbound references from cited_work_pith_inbound_counts
  43. 2025 Pith paper

    Inductive Synthesis of Inductive Heap Predicates -- Extended Version

    cs.PL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  44. 2025 Pith paper

    Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    7
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 2 pith inbound references from cited_work_pith_inbound_counts
  45. 2025 Pith paper

    Segmenting Text and Learning Their Rewards for Improved RLHF in Language Model

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 3 pith inbound references from cited_work_pith_inbound_counts
  46. 2024 Pith paper

    Scalable Event Cloud Network for Event-based Classification

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    9
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  47. 2024 Pith paper

    Deformable Radial Kernel Splatting

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  48. 2024 Pith paper

    Weighted-Reward Preference Optimization for Implicit Model Fusion

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  49. 2024 Pith paper

    A Comprehensive Evaluation of Large Language Models on Aspect-Based Sentiment Analysis

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    8
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 3 external cited by from arxiv_reference
    • 2 pith inbound references from cited_work_pith_inbound_counts
  50. 2024 Pith paper

    OASIS: Open Agent Social Interaction Simulations with One Million Agents

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 33 pith inbound references from cited_work_pith_inbound_counts
  51. 2024 Pith paper

    Quantum Approximate Optimization Algorithms for Maximum Cut on Low-Girth Graphs

    quant-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  52. 2024 Pith paper

    Towards Realistic Example-based Modeling via 3D Gaussian Stitching

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  53. 2024 Pith paper

    See What LLMs Cannot Answer: A Self-Challenge Framework for Uncovering LLM Weaknesses

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    7
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  54. 2024 Pith paper

    FuseChat: Knowledge Fusion of Chat Models

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 5 pith inbound references from cited_work_pith_inbound_counts
  55. 2024 Pith paper

    Phi-3 Safety Post-Training: Aligning Language Models with a "Break-Fix" Cycle

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    10
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 7 pith inbound references from cited_work_pith_inbound_counts
  56. 2024 Pith paper

    Higher-Order Specifications for Deductive Synthesis of Programs with Pointers (Extended Version)

    cs.PL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  57. 2024 Pith paper

    Cost-Effective Proxy Reward Model Construction with On-Policy and Active Learning

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  58. 2024 Pith paper

    Self-Exploring Language Models: Active Preference Elicitation for Online Alignment

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    6
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 3 pith inbound references from cited_work_pith_inbound_counts
  59. 2024 Pith paper

    Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

    cs.CL provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    119
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    • 152 external cited by from pith
    • 218 pith inbound references from cited_work_pith_inbound_counts
  60. 2024 Pith paper

    3DGSR: Implicit Surface Reconstruction with 3D Gaussian Splatting

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    5
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  61. 2024 Pith paper

    Towards a clinically accessible radiology foundation model: open-access and lightweight, with automated evaluation

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    10
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 6 pith inbound references from cited_work_pith_inbound_counts
  62. 2024 Pith paper

    Knowledge Fusion of Chat LLMs: A Preliminary Technical Report

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  63. 2024 Pith paper

    Spec-Gaussian: Anisotropic View-Dependent Appearance for 3D Gaussian Splatting

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 2 pith inbound references from cited_work_pith_inbound_counts
  64. 2023 Pith paper

    SC-GS: Sparse-Controlled Gaussian Splatting for Editable Dynamic Scenes

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 7 pith inbound references from cited_work_pith_inbound_counts
  65. 2023 Pith paper

    CoDi-2: In-Context, Interleaved, and Interactive Any-to-Any Generation

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  66. 2023 Pith paper

    SIRe-IR: Inverse Rendering for BRDF Reconstruction with Shadow and Illumination Removal in High-Illuminance Scenes

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 2 pith inbound references from cited_work_pith_inbound_counts
  67. 2023 Pith paper

    Soft Convex Quantization: Revisiting Vector Quantization with Convex Optimization

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  68. 2023 Pith paper

    Deformable 3D Gaussians for High-Fidelity Monocular Dynamic Scene Reconstruction

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 13 external cited by from arxiv_reference
    • 16 pith inbound references from cited_work_pith_inbound_counts
  69. 2023 Pith paper

    Plug in the Safety Chip: Enforcing Constraints for LLM-driven Robot Agents

    cs.RO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 3 external cited by from arxiv_reference
    • 1 pith inbound references from cited_work_pith_inbound_counts
  70. 2023 Pith paper

    A General Implicit Framework for Fast NeRF Composition and Rendering

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  71. 2023 Pith paper

    Multi-task Bioassay Pre-training for Protein-ligand Binding Affinity Prediction

    q-bio.BM provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  72. 2023 Pith paper

    i-Code Studio: A Configurable and Composable Framework for Integrative AI

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  73. 2023 Pith paper

    i-Code V2: An Autoregressive Generation Framework over Vision, Language, and Speech Data

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  74. 2023 Pith paper

    Any-to-Any Generation via Composable Diffusion

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 2 pith inbound references from cited_work_pith_inbound_counts
  75. 2023 Pith paper

    Real-Time Audio-Visual End-to-End Speech Enhancement

    eess.AS provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  76. 2023 Pith paper

    Grounding Complex Natural Language Commands for Temporal Tasks in Unseen Environments

    cs.RO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 10 external cited by from arxiv_reference
    • 2 pith inbound references from cited_work_pith_inbound_counts
  77. 2023 Pith paper

    Spinning Metasurface Stack for Spectro-polarimetric Thermal Imaging

    physics.optics provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  78. 2022 Pith paper

    APOLLO: A Simple Approach for Adaptive Pretraining of Language Models for Logical Reasoning

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  79. 2022 Pith paper

    Unifying Vision, Text, and Layout for Universal Document Processing

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 2 pith inbound references from cited_work_pith_inbound_counts
  80. 2022 Pith paper

    UniSumm and SummZoo: Unified Model and Diverse Benchmark for Few-Shot Summarization

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  81. 2022 Pith paper

    Empowering Language Models with Knowledge Graph Reasoning for Question Answering

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    5
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  82. 2022 Pith paper

    MACSum: Controllable Summarization with Mixed Attributes

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  83. 2022 Pith paper

    Global Contrastive Batch Sampling via Optimization on Sample Permutations

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  84. 2022 Pith paper

    Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    8
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  85. 2022 Pith paper

    ODBO: Bayesian Optimization with Search Space Prescreening for Directed Protein Evolution

    q-bio.BM provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  86. 2022 Pith paper

    Automatic Rule Induction for Interpretable Semi-Supervised Learning

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  87. 2022 Pith paper

    i-Code: An Integrative and Composable Multimodal Learning Framework

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  88. 2022 Pith paper

    GASCN: Graph Attention Shape Completion Network

    cs.CV provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  89. 2021 Pith paper

    SPLDExtraTrees: Robust machine learning approach for predicting kinase inhibitor resistance

    q-bio.QM provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  90. 2021 Pith paper

    Natural Language for Human-Robot Collaboration: Problems Beyond Language Grounding

    cs.AI provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  91. 2021 Pith paper

    A Simple and Effective Method To Eliminate the Self Language Bias in Multilingual Representations

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  92. 2021 Pith paper

    Single-Photon Spin-Orbit Entangled States in Optical Fibers

    quant-ph provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  93. 2020 Pith paper

    Universal Sentence Representation Learning with Conditional Masked Language Model

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  94. 2020 Pith paper

    Multi-Constitutive Neural Network for Large Deformation Poromechanics Problem

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  95. 2020 Pith paper

    Select-ProtoNet: Learning to Select for Few-Shot Disease Subtype Prediction

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  96. 2020 Pith paper

    Anomaly Detection with Domain Adaptation

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  97. 2020 Pith paper

    Filtered Inner Product Projection for Crosslingual Embedding Alignment

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  98. 2020 Pith paper

    Memory Augmented Generative Adversarial Networks for Anomaly Detection

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  99. 2020 Pith paper

    Regularized Cycle Consistent Generative Adversarial Network for Anomaly Detection

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  100. 2020 Pith paper

    TED: A Pretrained Unsupervised Summarization Model with Theme Modeling and Denoising

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  101. 2019 Pith paper

    Leveraging Lead Bias for Zero-shot Abstractive News Summarization

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  102. 2019 Pith paper

    Out-of-Vocabulary Embedding Imputation with Grounded Language Information by Graph Convolutional Networks

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  103. 2018 Pith paper

    Parameter-free Sentence Embedding via Orthogonal Basis

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    1
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  104. 2018 Pith paper

    Language Distribution Prediction based on Batch Markov Monte Carlo Simulation with Migration

    cs.CL provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    ZiYi Yang
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  105. 2016 Pith paper

    Probing Carrier Transport and Structure-property Relationship of Highly Ordered Organic Semiconductors at Two-dimensional Limit

    cond-mat.mes-hall provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    7
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  106. 2015 Pith paper

    A van der Waals pn heterojunction with organic/inorganic semiconductors

    cond-mat.mes-hall provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Ziyi Yang
    Author position
    5
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.

Evidence apparatus

The machinery behind this record. Every lane states whether Pith measured it, did not query it, could not reach it, or withheld it.

LaneStateObservedBoundary and source
identity Measured 2 Canonical identity row plus public typed identifiers.
source=authors, author_identifiers
papers Measured 106 of 106 bounded rows Rows attributed to this author UUID in the Pith corpus.
source=paper_authors
works Measured zero 0 of 0 bounded rows Imported works not duplicated by the paper ledger.
source=author_works
reviews Measured 30 of 106 bounded rows Coverage count only. No review outcome is projected onto the person.
source=current_verdicts
citations Measured 40 of 106 bounded rows Counts remain itemized by work and source.
source=cited_works
coauthors Measured 50 of 106 bounded rows Shared-work edges from admitted paper rows.
source=paper_authors
account Unavailable No public count of 1 bounded rows Account metadata is separate from corpus evidence.
source=users.author_id
Public identity sources
  • name variant
    Ziyi Yang
    backfill
    confidence 0.6
Enumerated research scope

Fields and dates come only from enumerated, non-disputed Pith paper rows. They do not claim career completeness.

  • cs.CL35 rows
  • cs.CV18 rows
  • cs.LG14 rows
  • eess.AS6 rows
  • cs.RO5 rows
  • quant-ph5 rows
  • cs.AI3 rows
  • cs.PL3 rows
  • physics.optics3 rows
  • q-bio.BM3 rows
  • cond-mat.mes-hall2 rows
  • cs.SD2 rows
  • cs.AR1 rows
  • cs.GR1 rows
  • cs.LO1 rows
  • cs.NI1 rows
  • math.CO1 rows
  • physics.ins-det1 rows
  • q-bio.QM1 rows
  • 20151 rows
  • 20161 rows
  • 20182 rows
  • 20192 rows
  • 20208 rows
  • 20214 rows
  • 202211 rows
  • 202314 rows
  • 202418 rows
  • 202522 rows
  • 202623 rows
Shared-work index
Record scope

The work queries are bounded. Missing rows may mean measured zero, an unavailable source, a query that did not run, or private data that Pith withheld. The lane table keeps those cases separate.

Paper findings remain attached to papers. They do not become findings about this researcher.