Gunjan Dhanuka — Learning Notes
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long-context
28 items with this tag.
Sep 14, 2026
DSA (DeepSeek Sparse Attention)
attention
sparse-attention
dsa
csa
deepseek
trainable-sparse
lightning-indexer
top-k
mla
long-context
kv-cache
Sep 14, 2026
Hybrid Attention + SSM Architectures
attention
ssm
mamba
hybrid
linear-attention
delta-rule
kv-cache
long-context
nemotron
hymba
jamba
Sep 14, 2026
Local/Global Interleaved Attention
attention
local-global
sliding-window
gemma
kv-cache
rope
long-context
soft-capping
gqa
Sep 14, 2026
MoBA (Mixture of Block Attention)
attention
sparse-attention
moba
moonshot
kimi
block-sparse
top-k
mixture-of-experts
long-context
trainable-sparse
Sep 12, 2026
KDA (Kimi Delta Attention)
attention
linear-attention
delta-rule
kda
kimi
moonshot
channel-wise-decay
hybrid
mla
long-context
kv-cache
Sep 12, 2026
QSA (Qwen Sparse Attention)
attention
sparse-attention
qsa
qwen
trainable-sparse
block-selection
indexer
compression
long-context
deepseek
Sep 12, 2026
Kimi K3: Open Frontier Intelligence
kimi
moonshot
kda
mla
delta-rule
linear-attention
hybrid
moe
long-context
nope
vision
Sep 12, 2026
On the Design of Qwen3.8-Next Architecture: Evaluation, Efficiency, and Training Stability
qwen
alibaba
qsa
gated-deltanet
sparse-attention
hybrid
moe
muon
long-context
deepseek
n-gram
Sep 11, 2026
Long Context
attention
long-context
rope
yarn
ring-attention
kv-cache
evaluation
niah
ruler
systems
Sep 11, 2026
Ring Attention
attention
ring-attention
long-context
context-parallelism
sequence-sharding
blockwise
online-softmax
distributed
Sep 11, 2026
RoPE Scaling (Position Interpolation, NTK-aware, YaRN)
attention
rope
long-context
position-interpolation
ntk-aware
yarn
positional-generalization
Sep 10, 2026
ALiBi (Attention with Linear Biases)
attention
positional-encoding
alibi
relative-position
length-extrapolation
long-context
transformers
Sep 10, 2026
Attention Sinks & StreamingLLM
attention
attention-sinks
streaming
streamingllm
kv-cache
softmax
inference
long-context
Sep 10, 2026
GQA / MQA (Grouped & Multi-Query Attention)
attention
kv-cache
gqa
mqa
inference
uptraining
llama
long-context
Sep 10, 2026
Linear Attention
attention
linear-attention
kernel-trick
performers
linformer
recurrent
subquadratic
long-context
recall-gap
Sep 10, 2026
Mamba (Selective State-Space Model)
mamba
ssm
selective-ssm
s6
state-space-models
parallel-scan
subquadratic
long-context
attention-alternative
Sep 10, 2026
MLA (Multi-head Latent Attention)
attention
kv-cache
mla
deepseek
low-rank
weight-absorption
decoupled-rope
inference
long-context
Sep 10, 2026
RoPE (Rotary Position Embedding)
attention
positional-encoding
rope
relative-position
long-context
rotation
transformers
Sep 10, 2026
Sliding-Window Attention
attention
sparse-attention
sliding-window
local-attention
mistral
long-context
receptive-field
kv-cache
Sep 10, 2026
Sparse Attention
attention
sparse-attention
longformer
bigbird
global-tokens
dilation
random-attention
long-context
Sep 10, 2026
State-Space Models (SSMs)
ssm
state-space-models
s4
hippo
recurrence
convolution
subquadratic
long-context
attention-alternative
Sep 10, 2026
Learn: Positional Information (Sinusoidal → RoPE → ALiBi)
attention
positional-encoding
sinusoidal
rope
alibi
relative-position
long-context
transformers
Sep 10, 2026
Learn: The Quadratic Bottleneck & IO-Aware Attention
attention
transformers
flashattention
online-softmax
io-aware
memory-bound
long-context
foundations
Sep 10, 2026
Learn: MQA → GQA → MLA (Shrinking the KV Cache)
attention
kv-cache
mqa
gqa
mla
deepseek
inference
long-context
transformers
Sep 10, 2026
Learn: Sparse & Sliding-Window Attention
attention
transformers
sparse-attention
sliding-window
longformer
bigbird
attention-sinks
streaming
long-context
flops
Sep 10, 2026
Learn: Linear & Sub-Quadratic Attention (& the SSM Turn)
attention
linear-attention
kernel-trick
performers
linformer
state-space-models
s4
mamba
ssm
subquadratic
long-context
hybrids
transformers
Sep 10, 2026
Learn: The Long-Context Race
attention
long-context
rope
position-interpolation
yarn
ntk-aware
ring-attention
kv-cache
evaluation
ruler
transformers
Sep 02, 2026
Context Parallelism (CP)
gpu
model-parallelism
context-parallelism
ring-attention
long-context
flash-attention
activation-memory
llm-systems