2026-06-03-New-Papers

[huskydoge]

Daily loop-model watch: 2026-06-03

Added papers

None. The current arXiv sweep did not find a verified, non-duplicate paper that clearly satisfies the strict same-forward learned layer/block/module/operator reuse rule.

Briefing source included

• briefings/2026/06/2026-06-03.md

Checked / borderline papers not added

• 2606.03923 — Contrastive Neural Algorithmic Reasoning for Graph Coloring — https://arxiv.org/abs/2606.03923
  • Reason: algorithmic graph reasoning, but the verified abstract describes contrastive GNN encoders and learned embedding geometry rather than an explicit reused neural processor or same-forward learned-operator loop.
• 2606.03979 — Language Models Need Sleep: Learning to Self-Modify and Consolidate Memories — https://arxiv.org/abs/2606.03979
  • Reason: continual self-modification, distillation, and memory consolidation are outside the repo's strict same-forward loop-model scope.
• 2606.03159 — NVIDIA OmniDreams: Real-Time Generative World Model for Closed-Loop Autonomous Vehicle Simulation — https://arxiv.org/abs/2606.03159
  • Reason: closed-loop policy-simulator interaction and autoregressive video generation do not imply reused internal learned-module recurrence.
• 2606.02436 — Geometry-Aware Implicit Memory for Video World Models — https://arxiv.org/abs/2606.02436
  • Reason: compact implicit memory tokens are adjacent, but the abstract does not establish a deep-equilibrium, fixed-point, or shared-operator implicit layer.

Validation

• python3.12 scripts/build.py — passed
• python3.12 -m unittest discover -s tests -t . -p 'test_*.py' — passed, 121 tests
• git diff --check — passed

Notes

• No metrics fetch was run because no new arXiv paper YAML was added.
• Generated artifacts updated: README.md, papers.json.
• Waiting for human approval; not merged.

[Copilot]

Pull request overview

Adds the daily loop-model watch briefing for 2026-06-03 (with no new papers added) and updates the repository’s auto-generated artifacts to reflect the new briefing entry.

Changes:

• Add briefings/2026/06/2026-06-03.md with frontmatter + briefing content and candidate near-misses.
• Regenerate papers.json to include the new briefing and update meta fields.
• Refresh README.md auto-generated timestamp.

Reviewed changes

Copilot reviewed 3 out of 3 changed files in this pull request and generated 2 comments.

File	Description
README.md	Updates the auto-generated timestamp after running scripts/build.py.
papers.json	Adds the 2026-06-03 briefing record and updates briefing-related metadata.
briefings/2026/06/2026-06-03.md	New daily briefing markdown file for 2026-06-03.

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