Search on the Replay Buffer: Bridging Planning and Reinforcement Learning — mentioned by ag8

Thu, 18 Sep 2025 19:09:31 GMT

Having an RL agent that's really good at search across some space sounds very powerful in general; "proofs-as-search" make this an appealing target. Back in the day, when I did more fundamental RL research, we worked on an extension of SoRB [0] where an additional meta-level target was learning improved heuristics to explore the search space faster; would be exciting to figure out what a good setup for doing things like this in LLM-policy-gradient world is these days! [0]: https://arxiv.org/abs/1906.05253

Paper and discussion history. A mention is not an endorsement.

Search on the Replay Buffer: Bridging Planning and Reinforcement Learning — HN submission

Thu, 13 Jun 2019 15:30:19 GMT

Search on the Replay Buffer: Bridging Planning and Reinforcement Learning

3 points; 0 discussion replies on HN. Paper and source history. A submission is not an endorsement.

Search on the Replay Buffer: Bridging Planning and Reinforcement Learning · HackerPapers discussions

Search on the Replay Buffer: Bridging Planning and Reinforcement Learning — mentioned by ag8

Search on the Replay Buffer: Bridging Planning and Reinforcement Learning — HN submission