No More Adam: Learning Rate Scaling at Initialization is All You Need
Paper
• 2412.11768 • Published
• 43
Reading list
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TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks
Paper • 2412.14161 • Published • 51 -
HiRED: Attention-Guided Token Dropping for Efficient Inference of High-Resolution Vision-Language Models in Resource-Constrained Environments
Paper • 2408.10945 • Published • 10 -
PDFTriage: Question Answering over Long, Structured Documents
Paper • 2309.08872 • Published • 55 -
Compressed Chain of Thought: Efficient Reasoning Through Dense Representations
Paper • 2412.13171 • Published • 35 -
The Matrix Calculus You Need For Deep Learning
Paper • 1802.01528 • Published • 2 -
A Modern Self-Referential Weight Matrix That Learns to Modify Itself
Paper • 2202.05780 • Published -
Recurrent Memory Transformer
Paper • 2207.06881 • Published • 1 -
How many words does ChatGPT know? The answer is ChatWords
Paper • 2309.16777 • Published • 1 -
Weaver: Foundation Models for Creative Writing
Paper • 2401.17268 • Published • 45 -
Graph of Thoughts: Solving Elaborate Problems with Large Language Models
Paper • 2308.09687 • Published • 7 -
SequenceMatch: Imitation Learning for Autoregressive Sequence Modelling with Backtracking
Paper • 2306.05426 • Published -
Think before you speak: Training Language Models With Pause Tokens
Paper • 2310.02226 • Published • 3 -
What do tokens know about their characters and how do they know it?
Paper • 2206.02608 • Published -
Leave No Context Behind: Efficient Infinite Context Transformers with Infini-attention
Paper • 2404.07143 • Published • 111 -
Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching
Paper • 2503.05179 • Published • 46 -
Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers
Paper • 2504.18412 • Published • 1 -
Chain of Draft: Thinking Faster by Writing Less
Paper • 2502.18600 • Published • 50 -
Outlier-Safe Pre-Training for Robust 4-Bit Quantization of Large Language Models
Paper • 2506.19697 • Published • 44 -
Jasper and Stella: distillation of SOTA embedding models
Paper • 2412.19048 • Published • 2 -
The Flan Collection: Designing Data and Methods for Effective Instruction Tuning
Paper • 2301.13688 • Published • 9 -
Puzzle: Distillation-Based NAS for Inference-Optimized LLMs
Paper • 2411.19146 • Published • 17 -
Chain-of-Thought Reasoning Without Prompting
Paper • 2402.10200 • Published • 109 -
Robust and Fine-Grained Detection of AI Generated Texts
Paper • 2504.11952 • Published • 12 -
Does Math Reasoning Improve General LLM Capabilities? Understanding Transferability of LLM Reasoning
Paper • 2507.00432 • Published • 79 -
The Landscape of Memorization in LLMs: Mechanisms, Measurement, and Mitigation
Paper • 2507.05578 • Published • 6 -
Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity
Paper • 2507.09089 • Published -
Stochastic LLMs do not Understand Language: Towards Symbolic, Explainable and Ontologically Based LLMs
Paper • 2309.05918 • Published -
The Debate Over Understanding in AI's Large Language Models
Paper • 2210.13966 • Published -
Emergent World Representations: Exploring a Sequence Model Trained on a Synthetic Task
Paper • 2210.13382 • Published -
Evidence of Meaning in Language Models Trained on Programs
Paper • 2305.11169 • Published -
Locally Typical Sampling
Paper • 2202.00666 • Published • 4 -
Balancing Diversity and Risk in LLM Sampling: How to Select Your Method and Parameter for Open-Ended Text Generation
Paper • 2408.13586 • Published • 3 -
Language Models are Injective and Hence Invertible
Paper • 2510.15511 • Published • 69 -
Poisoning Attacks on LLMs Require a Near-constant Number of Poison Samples
Paper • 2510.07192 • Published • 5 -
Not All Bits Are Equal: Scale-Dependent Memory Optimization Strategies for Reasoning Models
Paper • 2510.10964 • Published • 3 -
SETOL: A Semi-Empirical Theory of (Deep) Learning
Paper • 2507.17912 • Published • 1 -
Attention Is Not What You Need
Paper • 2512.19428 • Published -
The Geometry of Reasoning: Flowing Logics in Representation Space
Paper • 2510.09782 • Published • 7 -
GrokAlign: Geometric Characterisation and Acceleration of Grokking
Paper • 2506.12284 • Published -
Intelligence per Watt: Measuring Intelligence Efficiency of Local AI
Paper • 2511.07885 • Published • 10 -
Base Models Beat Aligned Models at Randomness and Creativity
Paper • 2505.00047 • Published • 1 -
The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning
Paper • 2601.06002 • Published • 56