2026-05-10-New-Papers#8
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Pull request overview
Adds the 2026-05-10 daily briefing to the repo and refreshes auto-generated outputs (papers.json, README auto-generated timestamp) to reflect the new briefing entry. This fits the repository’s workflow where briefings are stored as Markdown under briefings/YYYY/MM/ and then exported into papers.json for the site/browser.
Changes:
- Added a new daily briefing markdown file for 2026-05-10 (watchlist / no additions).
- Regenerated
papers.jsonto include the new briefing entry and update meta counters/timestamps. - Updated the README auto-generated marker 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 build timestamp in the auto-generated section marker. |
| papers.json | Updates meta fields and adds the 2026-05-10 briefing payload (exported briefing content). |
| briefings/2026/05/2026-05-10.md | Adds the new reader-facing daily briefing (frontmatter + briefing body). |
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| - id: '2605.01220' | ||
| title: 'Visual Implicit Autoregressive Modeling' | ||
| url: https://arxiv.org/abs/2605.01220 | ||
| verdict: backlog candidate — high-confidence in-scope implicit-equilibrium visual autoregressive model, but published 2026-05-02 rather than newly announced in today's slice |
| - "No new paper from the current arXiv slice crossed the repository's strict boundary: within one model forward process, a learned internal layer, block, module, or operator should be reused." | ||
| - "Visual Implicit Autoregressive Modeling (VIAR, 2605.01220) is high-confidence in scope because it embeds an implicit equilibrium layer and uses fixed-point iterations, but it was published on 2026-05-02 and is treated as a backlog/backfill candidate rather than a same-day addition." | ||
| - "LatentRAG, Visual Latents Know More Than They Say, and Spatiotemporal Hidden-State Dynamics were checked as latent-reasoning hits; none expose a reused learned block inside a single forward process in the abstract." | ||
| - "Long-range linear recurrences (2605.05113) is a useful boundary case: ordinary sequence recurrence and finite-width recurrent-time theory stay outside the curated loop-model list." |
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@copilot resolve the merge conflicts in this pull request |
- Resolve conflicts in README.md and papers.json - Fix grammar in 2026-05-10 briefing highlight (recurrences 'is' → 'are') - Fix verdict for 2605.01220 to use 'watchlist' prefix to prevent false positive in isDailyBriefingNewPaper() - Regenerated artifacts via build.py (7 briefings, 65 papers) Co-authored-by: huskydoge <91367324+huskydoge@users.noreply.github.com>
Resolved in d25c925. Merged Also applied the two review fixes while here:
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Summary
briefings/2026/05/2026-05-10.md.2605.01220Visual Implicit Autoregressive Modeling as a high-confidence in-scope backlog candidate for separate maintainer review/backfill, not a same-day paper addition.Added papers
None.
Candidate / near-miss notes
2605.01220— Visual Implicit Autoregressive Modeling — https://arxiv.org/abs/2605.01220mechanism_tagswould likely beimplicit-layer; likely categorydesignsorapplicationsdepending on maintainer preference for vision-generation DEQ variants).2605.06285— LatentRAG — https://arxiv.org/abs/2605.062852605.05113— How Long Does Infinite Width Last? — https://arxiv.org/abs/2605.051132605.02735— Visual Latents Know More Than They Say — https://arxiv.org/abs/2605.027352605.01853— Spatiotemporal Hidden-State Dynamics — https://arxiv.org/abs/2605.01853Briefing files included
briefings/2026/05/2026-05-10.mdValidation
python3.12 scripts/build.py— passedpython3.12 -m unittest discover -s tests -t . -p 'test_*.py'— passed (121 tests)git diff --check— passedWaiting for human review/approval; not merged.