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Workshop
On the Efficiency of NLP-Inspired Methods for Tabular Deep Learning
Soheila Samiee · Anton Thielmann
Workshop
AIR-Bench 2024: Safety Evaluation Based on Risk Categories from Regulations and Policies
Kevin Klyman
Workshop
SharedContextBench: How Lossy are Long-context Methods in KV Cache Reuse
Yucheng LI · Huiqiang Jiang · Qianhui Wu · Xufang Luo · Surin Ahn · Chengruidong Zhang · Amir Abdi · Dongsheng Li · Jianfeng Gao · Yuqing Yang · Lili Qiu
Poster
Thu 16:30 Adaptive Exploration for Data-Efficient General Value Function Evaluations
Arushi Jain · Josiah Hanna · Doina Precup
Poster
Fri 16:30 Efficient Lifelong Model Evaluation in an Era of Rapid Progress
Ameya Prabhu · Vishaal Udandarao · Philip Torr · Matthias Bethge · Adel Bibi · Samuel Albanie
Workshop
Approximations may be all you need: Towards Pre-training LLMs with Low-Rank Decomposition and Optimizers
Namrata Shivagunde · Mayank Kulkarni · Giannis Karamanolakis · Jack FitzGerald · Yannick Versley · Saleh Soltan · Volkan Cevher · Jianhua Lu · Anna Rumshisky
Poster
Fri 11:00 Adaptive Labeling for Efficient Out-of-distribution Model Evaluation
Daksh Mittal · Yuanzhe Ma · Shalmali Joshi · Hongseok Namkoong
Workshop
ChemTEB: Chemical Text Embedding Benchmark, an Overview of Embedding Models Performance & Efficiency on a Specific Domain
Ali Shiraee Kasmaee · Mohammad Khodadad · Mohammad Arshi Saloot · Nick Sherck · Stephen Dokas · Hamidreza Mahyar · Soheila Samiee
Workshop
Revisiting SMoE Language Models by Evaluating Inefficiencies with Task Specific Expert Pruning
Soumajyoti Sarkar · Leonard Lausen · Volkan Cevher · Thomas Brox · Sheng Zha · George Karypis
Poster
Wed 11:00 GameTraversalBenchmark: Evaluating Planning Abilities Of Large Language Models Through Traversing 2D Game Maps
Muhammad Umair Nasir · Steven James · Julian Togelius
Workshop
RGP: Achieving Memory-Efficient Model Fine-tuning Via Randomized Gradient Projection
Ali Saheb Pasand · Pouya Bashivan
Workshop
Memory-Efficient Large Language Model (LLM) Training and Fine-Tuning via Gradient Subspace Tracking
Sahar Rajabi · Sirisha Rambhatla