Aakash Kumar Nain
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  • ML-DL Concepts
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Categories
All (27)
advanced (1)
agents (2)
diffusion (2)
generation (1)
Inference (1)
Intermediate (1)
llm (2)
LLMs (8)
lrm (1)
MLLMs (3)
model_merging (1)
papers (25)
position encoding (1)
quantization llms (1)
research (24)
retrieval (2)
scaling (2)
summary (24)
transformers (3)
vision (2)
VLMs (4)

Blog Posts

ML-DL Concepts

Speculative Decoding - The Bits and the Bytes!

LLMs
Inference
Intermediate
Jun 19, 2026
20 min

Rotary Position Encoding

LLMs
position encoding
advanced
Dec 10, 2024
18 min
No matching items

Paper Summaries

Towards Robust Mathematical Reasoning

papers
summary
research
Nov 12, 2025
3 min

Reverse-Engineered Reasoning for Open-Ended Generation

papers
summary
research
retrieval
Sep 12, 2025
5 min

On the Theoretical Limitations of Embedding-Based Retrieval

papers
summary
research
retrieval
Sep 9, 2025
6 min

Kimi K2: Open Agentic Intelligence

papers
summary
research
llm
agents
Jul 25, 2025
6 min

Scaling Laws Are Unreliable for Downstream Tasks: A Reality Check

papers
summary
research
llm
scaling
Jul 7, 2025
4 min

L1

papers
summary
research
lrm
Mar 10, 2025
4 min

Matryoshka Quantization

papers
summary
research
quantization llms
Feb 14, 2025
4 min

Janus-Pro

papers
summary
research
diffusion
Jan 28, 2025
3 min

DeepSeek-R1

papers
summary
research
LLMs
Jan 21, 2025
5 min

Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps

papers
summary
research
diffusion
Jan 20, 2025
6 min

DeepSeek-VL2

papers
summary
research
VLMs
Dec 17, 2024
4 min

Gaze-LLE

papers
vision
Dec 16, 2024
4 min

NVILA

papers
summary
research
VLMs
Dec 13, 2024
5 min

PaliGemma 2

papers
summary
research
VLMs
Dec 9, 2024
4 min

Star Attention

papers
summary
research
LLMs
Dec 2, 2024
4 min

AIMv2

papers
summary
research
MLLMs
Nov 27, 2024
5 min

JanusFlow

papers
summary
research
MLLMs
generation
Nov 25, 2024
5 min

Cut Your Losses in Large-Vocabulary Language Models

papers
summary
research
LLMs
Nov 20, 2024
6 min

The Super Weight in Large Language Models

papers
summary
research
LLMs
Nov 13, 2024
4 min

Depth Pro

papers
summary
research
vision
Nov 8, 2024
6 min

A Hitchhiker’s Guide to Scaling Law Estimation

papers
summary
research
transformers
scaling
Nov 4, 2024
6 min

OmniParser for Pure Vision Based GUI Agent

papers
summary
research
VLMs
MLLMs
Oct 28, 2024
4 min

Normalized Transformer

papers
summary
transformers
research
LLMs
Oct 23, 2024
5 min

What Matters for Model Merging at Scale?

papers
summary
transformers
research
LLMs
model_merging
Oct 15, 2024
4 min

Agent WorkFlow Memory

papers
summary
research
agents
Sep 24, 2024
4 min
No matching items