Learning is Forgetting: LLM Training As Lossy Compression

Learning is Forgetting: LLM Training As Lossy Compression | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/learning-is-forgetting-llm-training-as-lossy-compression

stale

Proof freshness: stale
Proof status: partial
Display score: 2/10
Last proof check: 2026-04-10
Score updated: 2026-04-10
Score fresh until: 2026-05-10
References: 0
Source count: 4
Coverage: 83%

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 learning-is-forgetting-llm-training-as-lossy-compression | Route /signal-canvas/learning-is-forgetting-llm-training-as-lossy-compression

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/learning-is-forgetting-llm-training-as-lossy-compression

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "learning-is-forgetting-llm-training-as-lossy-compression",
    "query_text": "Summarize Learning is Forgetting: LLM Training As Lossy Compression"
  }
}

source_context

{
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  "query": "Learning is Forgetting: LLM Training As Lossy Compression",
  "normalized_query": "2604.07569",
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  "paper_ref": "learning-is-forgetting-llm-training-as-lossy-compression",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Learning is Forgetting: LLM Training As Lossy Compression

PDF: https://arxiv.org/pdf/2604.07569v1

Repository: https://github.com/hcoxec/soft_h

Source count: 4

Coverage: 83%

Last proof check: 2026-04-10T20:18:33.437Z

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Not build-ready: Learning is Forgetting: LLM Training As Lossy Compression

/buildability/learning-is-forgetting-llm-training-as-lossy-compression

Ignoreblocked

Subject: Learning is Forgetting: LLM Training As Lossy Compression

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

Learning is Forgetting: LLM Training As Lossy Compression

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