This equation defines the score or evaluation function that determines model quality.
AQPIM: Breaking the PIM Capacity Wall for LLMs with In-Memory Activation Quantization explores AQPIM is a PIM-aware activation quantization framework that breaks memory capacity walls for LLMs by performing quantization directly in memory, drastically reducing decoding latency.. Commercial viability score: 8/10 in LLM Inference Optimization.
Use This Via API or MCP
This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Canonical ID aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization | Route /paper/aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantizationMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.18137"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "AQPIM: Breaking the PIM Capacity Wall for LLMs with In-Memory Activation Quantization",
"normalized_query": "2604.18137",
"route": "/paper/aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization",
"paper_ref": "aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization
Subject: AQPIM: Breaking the PIM Capacity Wall for LLMs with In-Memory Activation Quantization
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
Interactive graph renders after load.
Preparing verified analysis
Dimensions overall score 8.0
Visual citation anchors from the paper document graph.
This equation defines the score or evaluation function that determines model quality.
Owned Distribution
Get the weekly shortlist of commercializable papers, benchmark movers, and proof receipts that matter for product execution.
References are not available from the internal index yet.
Receipt path
/buildability/aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization
Paper ref
aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization
arXiv id
2604.18137
Generated at
2026-04-21T04:16:39.021Z
Evidence freshness
stale
Last verification
2026-04-21T04:16:39.021Z
Sources
4
References
100
Coverage
67%
Lineage hash
ce2f7dcab866c761a0f457a2505b54cc5896e832abe04c60686097e60a09acfa
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
100 refs / 4 sources / Verification pending
repo_url
proof_status
Page and bbox are available; crop image is pending.
This equation defines the score or evaluation function that determines model quality.
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. w = sum(S[−t :, :], axis =
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.