Methods › General › Model Compression › DST

Dynamic Sparse Training

DST

205 papers tagged archive 2025-07-28

Introduced by Decebal Constantin Mocanu et al. in Scalable Training of Artificial Neural Networks with Adaptive Sparse Connectivity inspired by Network Science

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Papers archive 2025-07-28

30 shown of 205, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

• Beyond Single-User Dialogue: Assessing Multi-User Dialogue State Tracking Capabilities of Large Language Models
  12 Jun 2025 · 0 repositories · arXiv:2506.10504
• Factors affecting the in-context learning abilities of LLMs for dialogue state tracking
  10 Jun 2025 · 0 repositories · arXiv:2506.08753
• Discovering Governing Equations of Geomagnetic Storm Dynamics with Symbolic Regression
  25 Apr 2025 · 0 repositories · arXiv:2504.18461
• Interpretable and Robust Dialogue State Tracking via Natural Language Summarization with LLMs
  11 Mar 2025 · 0 repositories · arXiv:2503.08857
• Brain-inspired sparse training enables Transformers and LLMs to perform as fully connected
  31 Jan 2025 · 0 repositories · arXiv:2501.19107
• Know Your Mistakes: Towards Preventing Overreliance on Task-Oriented Conversational AI Through Accountability Modeling
  17 Jan 2025 · 1 repository · arXiv:2501.10316
• Prediction of Geoeffective CMEs Using SOHO Images and Deep Learning
  2 Jan 2025 · 0 repositories · arXiv:2501.01011
• Dynamic Stereotype Theory Induced Micro-expression Recognition with Oriented Deformation
  1 Jan 2025 · 0 repositories
• Intent-driven In-context Learning for Few-shot Dialogue State Tracking
  4 Dec 2024 · 0 repositories · arXiv:2412.03270
• Sparser Training for On-Device Recommendation Systems
  19 Nov 2024 · 0 repositories · arXiv:2411.12205
• Navigating Extremes: Dynamic Sparsity in Large Output Space
  5 Nov 2024 · 1 repository · arXiv:2411.03171
  Syntology ran 0 of 6 samples · 6 unverified · 6 pointer-only (licence)
• Beyond Ontology in Dialogue State Tracking for Goal-Oriented Chatbot
  30 Oct 2024 · 1 repository · arXiv:2410.22767
• Reliability Assessment of Information Sources Based on Random Permutation Set
  30 Oct 2024 · 0 repositories · arXiv:2410.22772
• Tracing Human Stress from Physiological Signals using UWB Radar
  14 Oct 2024 · 0 repositories · arXiv:2410.10155
• Value-Based Deep Multi-Agent Reinforcement Learning with Dynamic Sparse Training
  28 Sep 2024 · 0 repositories · arXiv:2409.19391
• A Zero-Shot Open-Vocabulary Pipeline for Dialogue Understanding
  24 Sep 2024 · 1 repository · arXiv:2409.15861
• Confidence Estimation for LLM-Based Dialogue State Tracking
  15 Sep 2024 · 1 repository · arXiv:2409.09629
  Syntology ran 10 of 12 samples · 2 unverified · 12 pointer-only (licence)
• Keyword-Aware ASR Error Augmentation for Robust Dialogue State Tracking
  10 Sep 2024 · 0 repositories · arXiv:2409.06263
• Hierarchical Learning and Computing over Space-Ground Integrated Networks
  26 Aug 2024 · 1 repository · arXiv:2408.14116
• Imprecise Belief Fusion Facing a DST benchmark problem
  16 Aug 2024 · 0 repositories · arXiv:2408.08928
• Unveiling the Power of Sparse Neural Networks for Feature Selection
  8 Aug 2024 · 1 repository · arXiv:2408.04583
• Zero-Shot Cross-Domain Dialogue State Tracking via Dual Low-Rank Adaptation
  31 Jul 2024 · 1 repository · arXiv:2407.21633
  Syntology ran 7 of 10 samples · 3 unverified · 10 pointer-only (licence)
• TriQXNet: Forecasting Dst Index from Solar Wind Data Using an Interpretable Parallel Classical-Quantum Framework with Uncertainty Quantification
  9 Jul 2024 · 0 repositories · arXiv:2407.06658
• Rewarding What Matters: Step-by-Step Reinforcement Learning for Task-Oriented Dialogue
  20 Jun 2024 · 0 repositories · arXiv:2406.14457
• A Two-dimensional Zero-shot Dialogue State Tracking Evaluation Method using GPT-4
  17 Jun 2024 · 1 repository · arXiv:2406.11651
• Decoder-only Streaming Transformer for Simultaneous Translation
  6 Jun 2024 · 1 repository · arXiv:2406.03878
  Syntology ran 1 of 2 samples · 1 unverified
• Benchmarks Underestimate the Readiness of Multi-lingual Dialogue Agents
  28 May 2024 · 0 repositories · arXiv:2405.17840
• Diverse and Effective Synthetic Data Generation for Adaptable Zero-Shot Dialogue State Tracking
  21 May 2024 · 0 repositories · arXiv:2405.12468
• A Versatile Framework for Analyzing Galaxy Image Data by Implanting Human-in-the-loop on a Large Vision Model
  17 May 2024 · 0 repositories · arXiv:2405.10890
• Enhancing Dialogue State Tracking Models through LLM-backed User-Agents Simulation
  17 May 2024 · 0 repositories · arXiv:2405.13037

Tasks archive 2025-07-28

20 shown of 143 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Usage over time archive 2025-07-28

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections