Keshav Santhanam
6 papers · 2020–2024 · 6 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (6) π Cross-Pollinator (7) π Renaissance Researcher (5)
πΊοΈ
Taxonomy Completionist
(16)
Conferences
ACL (1)
EMNLP (1)
ICLR (1)
NAACL (1)
NIPS (1)
OSDI (1)
Top co-authors
Keywords
information retrieval
(3)
autoregressive transformer
(1)
domain adaptation
(1)
knowledge distillation
(1)
deep learning
(1)
dense retrieval
(1)
throughput optimization
(1)
inference efficiency
(1)
cluster scheduling
(1)
job completion time
(1)
heterogeneous accelerator
(1)
deep learning workload
(1)
round-based scheduling
(1)
effective throughput
(1)
neural information retrieval
(1)
neural retrieval
(1)
heterogeneous cluster
(1)
late interaction
(1)
relevance modeling
(1)
multi-vector representation
(1)
Papers
DSPy: Compiling Declarative Language Model Calls into State-of-the-Art Pipelines
ICLR 2024
Cheaply Estimating Inference Efficiency Metrics for Autoregressive Transformer Models
NIPS 2023
Moving Beyond Downstream Task Accuracy for Information Retrieval Benchmarking
ACL 2023
UDAPDR: Unsupervised Domain Adaptation via LLM Prompting and Distillation of Rerankers
EMNLP 2023
ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction
NAACL 2022
Heterogeneity-Aware Cluster Scheduling Policies for Deep Learning Workloads
OSDI 2020