Oct 12 – Oct 18
Verifiable worlds and control
WeeklyIssue #9
Papers.Data.Code
The Weekly ML Signal
Selected, not collected.
Papers, repos, datasets, and trends worth your attention.
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Oct 05 – Oct 11
Long memory, adaptive compute
WeeklyIssue #8
Sep 28 – Oct 04
Planning, routing, and robust eval
WeeklyIssue #7
Q3 2026
Latents, long context, open data
QuarterlyIssue #6
Sep 14 – Sep 20
Reasoning with executable traces
WeeklyIssue #5
Sep 07 – Sep 13
Open systems, executable data
WeeklyIssue #4
Worth your time, not all of your time.
We track new ML work across papers, code, and data, then keep only the pieces worth a closer look. Selected, not collected.
Latest signals
Browse the archive →Picked Oct 21
- PaperEgoXperience: Learning World-Grounded Egocentric Representations from Human Experience→
SOTA on scene and hand-object recovery; vs strongest baselines, errors drop 68.9% camera, 65.6% hand, 42.9% depth, with +28.0% object pose.
- PaperLearning from Fleet Experience: A Collective Learning Paradigm for Robots→
Across 5 real tasks, policies reach 93.3-99.2% success; on phone packaging, 96 robots lift success from 79.2% to 98.3%.
- Datasethongzhuyi/VDEBench→
Makes precise document-image editing measurable by checking both local edits and full-page preservation on dense layouts.
- RepoTencent-Hunyuan/Hy-Memory→
Supports zero-LLM-cost chat writes/search in lite mode and coding diff-chain capture with zero LLM calls.
Picked Oct 20
- PaperLearning to Think and Explore in 3D World→
53.2% avg accuracy on 6 benchmarks: +22.0% over base Qwen, +1.0% over Gemini 3.6 Flash, with 50-70% fewer frames than open 3D methods.
- Datasetprometheus-eval/into-the-unknown→
Makes open scientific research measurable end-to-end by pairing real follow-up tasks with complete agent outputs and evaluation artifacts.