← Authors

Song Liu

29 papers · 2012–2026 · 12 conferences · across top CS/AI conferences

Achievements

🐣 Hot Topic Early Bird πŸŒ‰ Interdisciplinary Bridge πŸ—ΊοΈ Taxonomy Completionist (13) 🧭 Keyword Pioneer 🌍 Conference Polyglot (12) πŸƒ Academic Marathon (13) 🐝 Cross-Pollinator (11) 🌈 Renaissance Researcher (7) πŸ† Keyword Champion (2) 🧬 Topic Evolution πŸ”₯ Unstoppable (5) πŸ’Ž Century Club (27) πŸ“ˆ Trend Setter ⚑ Prolific Year (7) πŸ—ƒοΈ Keyword Collector (132)

Conferences

ICML (7) NIPS (5) AAAI (4) AISTATS (3) ACL (2) SEMEVAL (2) ACML (1) EMNLP (1) ICCV (1) JMLR (1) NAACL (1) UAI (1)

Top co-authors

Masashi Sugiyama (3) Taiji Suzuki (3) Mingxuan Yi (3) Takafumi Kanamori (3) Josh Givens (3) Kenji Fukumizu (3) Jack Simons (2) Mark Beaumont (2) Xiao Li (2) Shuo Hu (2)

Keywords

density estimation (3) density ratio estimation (3) multimodal retrieval (2) multilingual ner (2) cross-modal matching (2) visual word sense disambiguation (2) nonparametric estimation (2) named entity recognition (2) loss function (2) image-text matching (2) transfer learning (2) dice loss (2) convex optimization (2) large language model (2) kullback-leibler divergence (2) score matching (2) knowledge enhancement (2) parameter estimation (2) bayesian inference (1) benchmark evaluation (1)

Papers

GARNET: GoT-Based Alert Reduction and Narrative Event Tracing AAAI 2026
KVmix: Gradient-Based Layer Importance-Aware Mixed-Precision Quantization for KV Cache AAAI 2026
DMT-RoleBench: A Dynamic Multi-Turn Dialogue Based Benchmark for Role-Playing Evaluation of Large Language Model and Agent AAAI 2025
Guiding Time-Varying Generative Models with Natural Gradients on Exponential Family Manifold UAI 2025
High-Dimensional Differential Parameter Inference in Exponential Family using Time Score Matching AISTATS 2025
Score Matching with Missing Data ICML 2025
Minimizing $f$-Divergences by Interpolating Velocity Fields ICML 2024
Conditional Outcome Equivalence: A Quantile Alternative to CATE NIPS 2024
A Lightweight Mixture-of-Experts Neural Machine Translation Model with Stage-wise Training Strategy NAACL 2024
Sequential Neural Score Estimation: Likelihood-Free Inference with Conditional Score Based Diffusion Models ICML 2024
Samsung Research China - Beijing at SemEval-2023 Task 2: An AL-R Model for Multilingual Complex Named Entity Recognition ACL 2023
Density Ratio Estimation and Neyman Pearson Classification with Missing Data AISTATS 2023
MonoFlow: Rethinking Divergence GANs via the Perspective of Wasserstein Gradient Flows ICML 2023
Approximate Stein Classes for Truncated Density Estimation ICML 2023
SRCB at SemEval-2023 Task 1: Prompt Based and Cross-Modal Retrieval Enhanced Visual Word Sense Disambiguation ACL 2023
SRCB at SemEval-2023 Task 1: Prompt Based and Cross-Modal Retrieval Enhanced Visual Word Sense Disambiguation SEMEVAL 2023
Samsung Research China - Beijing at SemEval-2023 Task 2: An AL-R Model for Multilingual Complex Named Entity Recognition SEMEVAL 2023
Estimating the Arc Length of the Optimal ROC Curve and Lower Bounding the Maximal AUC NIPS 2022
Sliced Wasserstein variational inference ACML 2022
Estimating Density Models with Truncation Boundaries using Score Matching JMLR 2022
HiT: Hierarchical Transformer With Momentum Contrast for Video-Text Retrieval ICCV 2021
A General Class of Transfer Learning Regression without Implementation Cost AAAI 2021
Fisher Efficient Inference of Intractable Models NIPS 2019
Heterogeneous Model Reuse via Optimizing Multiparty Multiclass Margin ICML 2019
Trimmed Density Ratio Estimation NIPS 2017
Structure Learning of Partitioned Markov Networks ICML 2016
Modeling Relation Paths for Representation Learning of Knowledge Bases EMNLP 2015
Bias Reduction and Metric Learning for Nearest-Neighbor Estimation of Kullback-Leibler Divergence AISTATS 2014
Density-Difference Estimation NIPS 2012